The Market Demand Signal System: A Leadership Playbook for Separating Relevant Demand from Noise

You have signals from the market, but they may point in different directions. Check what each source actually shows before using them to make the same business decision.

Search may show growing interest while sales receives poorly matched enquiries. Service and customer interviews may reveal needs missing from the campaign plan. Industry and competitor information add another perspective. Check what each source can establish and whether it is relevant to the decision in front of the team.

Use this guide to organise and compare those demand signals. Decide which claims about need and intent should influence a named decision, which need more evidence and which are only background context or noise. The guide does not establish market size, choose priority segments or diagnose the whole demand-to-revenue chain.

1. The Market Connection Context

The problem to resolve

A familiar commercial meeting contains several defensible but incompatible stories:

• marketing points to impressions, searches, visits or enquiries;
• sales points to buyer questions, objections, disqualification reasons and stalled opportunities;
• service points to complaints, repeated contact and unmet needs among current customers;
• research points to what sampled customers did, said or struggled to achieve;
• category sources point to regulation, investment, substitution, supply or wider behaviour;
• competitor observation points to changed offers, messages, distribution or pricing structures.

The leadership problem is not a lack of signals. It is the absence of a common rule for deciding what each signal can prove, what population it describes, how current it is, whether another source corroborates it and whether it is relevant to the decision in front of the team.

The affected value path is Relevant demand → revenue, retention and stronger value exchange. In The Market Demand Signal System: A Leadership Playbook for Separating Relevant Demand from Noise the work stops at the first governed transition:

Market behaviour, expressed need and contextual change
→ bounded demand evidence
→ reconciled signal claim
→ leadership disposition for one decision
→ named validation or downstream handoff

It does not claim that a visible signal will become revenue or retention. That later conversion depends on audience fit, proposition, accessibility, channel execution, sales response, fulfilment, customer experience and economics that this guide does not diagnose.

What counts as a demand signal

A demand signal is a dated item of evidence that may change a defined decision about a market need, intent, problem, alternative or response. It is not automatically demand merely because a platform labels it “volume”, a respondent expressed interest or a competitor acted.

Use the following engagement evidence classes without collapsing them into one score:

These engagement classes answer “what kind of evidence is this?” Public claim labels answer a different question: “how strongly may this guide state the claim?” Keep VERIFIED, INFERRED, PROPOSED and REQUIRES VALIDATION as separate fields throughout.

The bottom-line connection is conditional

When a team treats reach as relevance, interest as intent or competitor activity as customer proof, it may fund acquisition, content, sales capacity, service change or product work against the wrong problem. Possible exposure can appear through avoidable spend, displaced capacity, missed demand, weakened retention, offer complexity or delayed decisions. Those are causal possibilities, not quantified findings.

Before any amount is attached, leadership needs organisation-specific evidence for:

• the affected market, need and decision;
• the population and period represented by each source;
• the observable behaviour or outcome at issue;
• the baseline, denominator and exclusions;
• the decision or investment that changed because of the signal;
• the downstream commercial, service or operating measure;
• material confounders, time lag and alternative explanations.

Until those fields are accepted, economic magnitude is REQUIRES VALIDATION. The Market Demand Signal System: A Leadership Playbook for Separating Relevant Demand from Noise can establish that a signal claim is relevant enough to influence a decision; it cannot prove market size, segment value, conversion, revenue, margin or retention.

The decision to make

The sponsor must name the decision and the date or event by which it is required. The signal system then assigns each material claim exactly one disposition:

1. accept for this decision: sufficient and relevant within recorded limits;
2. validate before use: potentially material, but a named evidence gap prevents reliance;
3. retain as context: useful background that should not determine this decision;
4. reject as noise: irrelevant, unsupported, duplicated, misleading or outside the agreed boundary;
5. retire: previously used but no longer current, comparable or decision-relevant.

After reviewing those dispositions, the executive decision gate uses a different, equally controlled set: proceed to named downstream work, commission validation, defer the decision or stop the proposed action. Funding, staffing and timing are resource commitments recorded after the disposition; they are not extra signal states.

When to use this method

Use The Market Demand Signal System: A Leadership Playbook for Separating Relevant Demand from Noise when leadership has a real market-facing decision but receives conflicting or incomparable evidence about need, intent or category change; when a volume movement is being treated as demand without a defensible population; or when search, sales, service, customer, category and competitor evidence sit in separate functions.

Do not use it:

• to choose the organisation's priority segment and economics; The Customer Evidence and Segment Priority Standard: Choosing Whom the Organisation Must Understand, Serve and Retain owns that standard;
• to locate a break from acquisition through revenue or retention; The Digital Growth Diagnostic: An Executive Standard for Tracing Demand to Revenue owns that diagnosis;
• to map and repair the end-to-end customer journey or operating handoffs; The End-to-End Customer Journey and Handoff Audit: From Demand to Delivered Value owns that audit;
• to calculate the economics of a conversion leak; The Revenue Leakage Prioritisation Playbook: Finding Which Conversion Break Is Worth Fixing First owns that prioritisation;
• to allocate a growth investment portfolio; The Growth Investment Portfolio: A Leadership Standard for Funding, Sequencing and Stopping Growth Work owns that decision;
• to operate search and answer-engine visibility; The Search and Answer-Engine Visibility Operating Standard: Building Discoverability, Authority and Commercial Progression owns that operating method;
• to appoint a growth partner; The Growth Capability and Partner Appointment Playbook: In-House, Specialist, Agency or Hybrid owns appointment diligence;
• to establish the full recurring growth operating cadence; The Growth System Operating and Scale Standard: Cadence, Experiments, Handoffs and Stop/Scale Gates owns that system;
• as a market-sizing exercise, a forecast endorsement, a customer-research substitute, a statutory assurance or a promise of commercial performance.

Scope, dependencies and expected result

In scope are the leadership question, decision boundary, source inventory, evidence classes, field definitions, collection controls, source limitations, signal claims, contradictions, corroboration, dispositions, one bounded validation plan where required and a named downstream handoff.

The work depends on an accountable CMO or equivalent demand owner, executive authority to resolve cross-functional conflicts, lawful access to agreed evidence, source stewards who can explain collection and exclusions, and people able to challenge the interpretation independently of channel or functional incentives.

The expected result is not “more demand”. It is a retained set of artefacts:

• a decision charter and source plan;
• a multi-source evidence register;
• a reconciled signal-claim ledger;
• a leadership decision, validation and review record;
• explicit limits on what leadership may infer;
• an owner and gate for the next action.

2. The Leadership vs. Delegation Boundary

The system can be run internally or with external support. The executive sponsor remains responsible for why the evidence is being gathered, how much uncertainty is acceptable and what decision follows. A research, analytics or strategy specialist can make the method rigorous; that specialist cannot convert partial evidence into executive authority.

What leadership must own in The Market Demand Signal System: A Leadership Playbook for Separating Relevant Demand from Noise

The sponsor and decision owner must:

• state the decision before data collection expands;
• define the market, need, geography, offer and time boundary without pretending these are already proven segments;
• decide which source families are material and which are out of scope;
• resolve competing functional definitions or record that they remain unresolved;
• approve any use of sampled, personal, commercially sensitive or licensed data through the relevant authority;
• accept the evidence threshold, exceptions and residual uncertainty;
• make the final leadership gate decision;
• assign the downstream owner and resource commitment.

No provider, platform owner, marketing team or analyst should approve its own evidence as sufficient where that evidence supports its budget, performance claim or proposed intervention.

What a capable internal team can lead

An internal team is a sound choice when it has cross-functional access, a neutral facilitator, source owners who will disclose limitations, customer-research competence where primary evidence is needed, analytical capacity to reconcile populations and periods, and an executive forum willing to reject attractive but weak signals.

A typical internal lead group may include a market or customer lead, research lead, sales operations owner, service owner, analyst, privacy or information authority and executive sponsor. The work does not require a new platform. A controlled repository and the four working files in this guide can be sufficient when evidence volume and security rules allow it.

When independent or specialist support is justified

A senior independent partner is justified when functions have materially different stories, budget owners have incentives tied to the interpretation, sources cannot be compared without specialist analysis, customer research must be commissioned, the decision carries material downside, or leadership lacks capacity to challenge and reconcile the complete evidence set.

A narrower specialist may be sufficient when the decision depends mainly on one bounded gap: a user researcher for primary research design, a statistician for survey inference, a privacy adviser for lawful processing, a category specialist for regulated-market evidence, or an analyst for a defined platform export. That specialist should return evidence and limitations to the common ledger rather than creating a competing conclusion.

Stop and escalation conditions

Pause collection and escalate when the decision owner is absent, the decision keeps changing, the market boundary is being reverse-engineered to fit a preferred answer, source access is unlawful or disputed, sensitive data has no approved handling route, a material population cannot be defined, or a provider refuses to disclose method and coverage.

Stop the proposed action when the only support is an untested hypothesis, a forecast is presented as observed demand, a competitor action is treated as proof of economics, a platform proxy is used outside its documented boundary, or the decision owner will not accept an evidence gap.

Escalation follows the issue: definition disputes go to the decision owner; source-quality disputes go to the source steward and independent analyst; customer-research issues go to the research owner; privacy, legal, employment or security questions go to qualified authorities; unresolved commercial trade-offs go to the economic buyer.

Questions for evaluating a provider

Ask a prospective lead:

1. How will you keep observed behaviour, platform proxies, samples, forecasts and hypotheses separate?
2. Which population and decision will each source support, and where will it not be used?
3. How will you detect that two apparent sources are derived from the same underlying data?
4. What is your rule for contradictions and single-source claims?
5. How will customer participants be recruited, consented and represented without overclaiming?
6. How will you disclose platform filtering, normalisation, missing rows and attribution limits?
7. Which decisions will remain with our executives and information authorities?
8. What will we retain if the evidence leads us to defer or stop?
9. How will your recommendation distinguish signal relevance from market size, segment priority and revenue potential?
10. What capability and change-control material will transfer to our team?

If the provider's answer begins with a proprietary demand score but cannot show evidence classes, source boundaries, contradiction handling and named authority, the score is not a governance system.

3. The Step-by-Step Execution Standard

The sequence below is a decision method, not a fixed-duration research programme. The amount of evidence should be proportionate to the decision's downside, reversibility and uncertainty. Every step retains a clear audit trail so leadership can later see why a signal was accepted, qualified or rejected.

Step 01: Charter the demand decision

Purpose and decision served

Convert a broad request such as “tell us what the market wants” into one bounded leadership decision that evidence can influence.

Accountable owner

CMO or the executive who owns the market-facing decision.

Delegated lead and contributors

Demand-system lead, executive sponsor, finance or commercial representative, sales leader, service leader, customer-research lead and relevant operating owner.

Preconditions, inputs and access

The decision under consideration, current strategy or offer context, known market and geographic constraints, decision forum, decision event or date, material downside and available prior evidence.

Actions

1. Write the decision as a choice leadership can actually make, not as a request for a dashboard or broad market report.
2. Name the affected market need, geography, offer or service boundary as a working hypothesis and label any unproven part REQUIRES VALIDATION.
3. Record the value-path connection and the potential revenue, retention, cost, capacity, risk, investment-efficiency or service consequence without adding an unsupported amount.
4. List the available decision outcomes: proceed to named downstream work, commission validation, defer the decision or stop the proposed action.
5. Record what evidence would materially change the decision and what evidence would be interesting but immaterial.
6. Set the decision event, executive forum, risk appetite and escalation route.

Evidence to retain

Approved decision statement, context documents, meeting authority, known assumptions, exclusions, material-risk note and any previous decision record.

Decision or scoring rule

Proceed only when one accountable executive can complete: “By this event, we must decide whether to ___ for ___ because ___, using evidence sufficient to distinguish relevant demand from ___.” Do not open broad collection while any blank changes the scope materially.

Output and template

Complete the Charter rows in the Demand Signal Charter and Source Plan.

Acceptance gate

Proceed only if the decision, working market boundary, economic lenses, evidence threshold, outcome set, authority and decision event are explicit; otherwise change or stop.

Leadership checkpoint

The economic buyer confirms that the question is worth answering and that leadership will act, validate, defer or stop when the evidence is presented.

Human control point

The sponsor approves the decision language and does not delegate the choice of acceptable uncertainty to the analyst or provider.

Failure modes and safeguards

Common failures are starting with available data, using “market” without a boundary, asking several decisions at once and implying revenue before a baseline exists. Safeguard by returning every proposed field and source to the single chartered choice.

Change, stop or escalation condition

Change the charter if the important decision changes. Stop if leadership only wants confirmation of a predetermined answer or will not name an accountable decision owner.

Handoff to the next step

Pass the approved charter ID, decision ID, scope, decision event and evidence threshold to the authority design.

Step 02: Assign authority and challenge rights

Purpose and decision served

Ensure each source, interpretation, exception and final disposition has a named human with the right and competence to decide.

Accountable owner

Executive sponsor.

Delegated lead and contributors

Demand-system lead, source stewards, customer-research owner, analyst, privacy or information authority, commercial owner and independent challenger.

Preconditions, inputs and access

Approved charter, organisation chart or role map, source ownership, current approval forums, access authorities and known conflicts of interest.

Actions

1. Assign the decision owner, economic buyer, evidence coordinator, method lead and a challenger who does not own the channel, source or proposed budget.
2. Name one steward for each of the six required source families: search, sales, service, customer, category and competitor evidence.
3. Record who may approve source access, participant contact, personal-information processing, commercially sensitive material and external publication.
4. Define who can assign each signal disposition and who resolves a disputed disposition.
5. Record conflicts, recusal conditions and how dissent will remain visible in the decision pack.
6. Map escalation routes for quality, definition, privacy, legal, security and commercial questions.

Evidence to retain

Named authority matrix, source-steward acceptance, conflict declarations, recusal decisions, access-approval references and forum terms of reference.

Decision or scoring rule

No one may both originate a material claim and act as its only sufficiency approver. A conflict is managed by disclosed challenge or recusal, not by deleting the source.

Output and template

Complete the Authority and Source owner rows in the Demand Signal Charter and Source Plan.

Acceptance gate

Proceed when every decision-critical source and gate has an accountable owner, challenger and escalation route; defer when a role exists but authority is not confirmed; stop where lawful or executive authority is absent.

Leadership checkpoint

The sponsor confirms who can settle a cross-functional evidence dispute and who makes the final leadership decision.

Human control point

Relevant privacy, legal, security and information authorities retain their statutory or organisational decisions; the demand-system lead cannot self-authorise access.

Failure modes and safeguards

Failure appears when marketing owns every source, sales feedback is accepted without recording practice, or the external partner self-certifies the conclusion. Use separated roles, recorded dissent and an independent challenge session.

Change, stop or escalation condition

Escalate when owners refuse source limitations, when authority changes during collection or when an unresolved conflict could influence the recommendation. Stop affected processing until authority is restored.

Handoff to the next step

Give the approved roles, approval paths and conflict controls to the evidence-grammar owner.

Step 03: Define the signal evidence grammar

Purpose and decision served

Create one vocabulary that allows unlike evidence to be reconciled without pretending it has the same meaning or weight.

Accountable owner

CMO as decision owner.

Delegated lead and contributors

Demand-system lead, analyst, research lead, sales and service operations, category specialist, source stewards and independent challenger.

Preconditions, inputs and access

Charter, approved evidence threshold, current taxonomies, search-query groupings, CRM and service reason codes, research questions, category terms and known competitor or substitute set.

Actions

1. Define a signal claim as a complete sentence containing the observed or proposed movement, population, need or intent, geography, period and decision use.
2. Select one engagement evidence class for every evidence row and one public claim status where the statement may appear in guide or decision copy.
3. Define controlled terms for need, problem, intent, action, request, enquiry, qualified response, existing customer, category, competitor and substitute; record aliases rather than forcing source systems to be rewritten.
4. Define the source limitation fields: coverage, denominator, exclusions, collection method, sample, missingness, normalisation, attribution, bias, confidence and expiry.
5. Establish the signal dispositions exactly as accept for this decision, validate before use, retain as context, reject as noise and retire.
6. Define materiality as “capable of changing the chartered decision within the stated risk appetite”, not as a universal numeric score.
7. Record what constitutes independent corroboration and when two sources share the same underlying event or population.

Evidence to retain

Versioned dictionary, alias map, evidence-class definitions, materiality rule, corroboration rule, decision vocabulary and approved exceptions.

Decision or scoring rule

A row is not comparable until its population, period, unit or method, evidence class and limitation are present. A signal claim is not material merely because its source shows high volume or rapid movement.

Output and template

Complete the Evidence grammar and Disposition rows in the Demand Signal Charter and Source Plan, with dictionary version and approval reference.

Acceptance gate

Proceed when each source steward can map a representative record into the grammar without losing its original meaning; otherwise change the dictionary or retain the source outside reconciliation.

Leadership checkpoint

The decision owner accepts the materiality and corroboration rules before seeing which claims pass them.

Human control point

Source stewards sign off the interpretation of their own fields, while the independent challenger tests whether the shared terms favour one function's language.

Failure modes and safeguards

Avoid equating search terms with needs, enquiries with demand, complaints with prevalence or competitor offers with adoption. Preserve the native source value beside every normalised term and prohibit a calculated composite “demand score”.

Change, stop or escalation condition

Change the grammar when a material source cannot be represented honestly. Escalate a definition that changes the decision outcome. Stop reconciliation if terms are being changed after results are known to admit a preferred claim.

Handoff to the next step

Pass the approved dictionary, evidence classes and mandatory fields to the evidence-access plan.

Step 04: Approve the source and handling plan

Purpose and decision served

Obtain only the evidence needed for the decision through authorised, secure and methodologically transparent routes.

Accountable owner

Executive sponsor, with the relevant information authority accountable for personal-information decisions.

Delegated lead and contributors

Evidence coordinator, privacy or legal adviser, security owner, source stewards, research lead, analyst and procurement or contract owner where providers are involved.

Preconditions, inputs and access

Approved charter, authority map, signal grammar, source inventory, licence and contract constraints, participant-contact route, security classification and existing retention rules.

Actions

1. List each requested source, record the exact decision use and remove fields that are not adequate, relevant and necessary for that purpose.
2. Record source system or publication, owner, coverage, earliest and latest usable period, refresh pattern, unit, population, known exclusions and extraction method.
3. Obtain written approval for access, research contact, transfer, storage, authorised users, redaction, retention and disposal as applicable.
4. Specify how personal, special, confidential, licensed and commercially sensitive information will be separated or minimised.
5. Record evidence unavailable because of privacy, licence, cost, quality or capacity as a constraint; do not create an informal copy to bypass it.
6. Test one sample export or evidence item from each family for field meaning, date and time-zone behaviour, missing values and join limitations.
7. Approve the collection sequence and stop conditions before bulk extraction or participant recruitment.

Evidence to retain

Source plan, approval references, data dictionary, sample export review, lawful-purpose or authority record, access log, research protocol, retention rule and evidence-gap entries.

Decision or scoring rule

Collect a source only when its decision use is explicit, authority is recorded and its limitations can be retained. “Available to the team” is not evidence of lawful or appropriate reuse.

Output and template

Finish the Source plan rows in the Demand Signal Charter and Source Plan and open the Source records in the Multi-Source Demand Evidence Register.

Acceptance gate

Proceed for each source with approved purpose, method, owner, location, authorised users and disposal rule; validate a recoverable access or quality gap; exclude a source whose use cannot be defended.

Leadership checkpoint

The sponsor accepts any decision limitation created by excluded or unavailable evidence before collection proceeds.

Human control point

The authorised privacy, legal, security or information owner decides whether proposed processing and safeguards are acceptable. This guide does not provide that legal conclusion.

Failure modes and safeguards

Risks include exporting excessive customer detail, using a provider's black-box estimate, stripping dates from qualitative records or accepting screenshots without settings. Retain controlled exports, configurations, source dates and minimal fields in an approved location.

Change, stop or escalation condition

Stop a source immediately if authorisation, consent, security or contract conditions are uncertain. Change the plan when coverage or definitions differ from the source request. Escalate a gap capable of changing the decision.

Handoff to the next step

Release only approved search and platform sources, their dictionaries and extraction controls to the first collection lane.

Step 05: Collect search and discovery signals within their limits

Purpose and decision served

Establish what the organisation can observe about how people discover and describe the problem without turning platform visibility into a claim about total market demand.

Accountable owner

CMO or Head of Digital for owned search evidence; the executive decision owner remains accountable for how it is used.

Delegated lead and contributors

Search analyst, web analyst, content or brand lead, customer-research lead, evidence coordinator and source owners for each platform or property.

Preconditions, inputs and access

Approved charter, grammar and source plan; verified property ownership; accepted date, country, language, device, channel and query/topic boundaries; access that exposes settings and export limitations.

Actions

1. Freeze the query, topic, problem, category, brand and substitute sets before inspecting movement; retain exclusions and the reason each group serves the decision.
2. Export owned search-performance evidence with property, search type, filters, period, time zone, dimensions and known omitted or anonymised rows recorded beside it.
3. Capture relative public-interest evidence only with the comparison set, geography, time range, category, search type, sampling date and normalisation method visible.
4. Register on-site search, referral, content-consumption, direct enquiry and discovery-channel evidence as separate sources with their own populations and collection limits.
5. Distinguish exposure, impression, query, visit, action and enquiry; do not relabel one transition as another or infer need, quality, willingness to pay or addressable market from it.
6. Mark spikes, missing long-tail rows, seasonality, events, media activity, platform changes and brand effects as explanations to test rather than demand conclusions.
7. Preserve the native export, settings and source date, then create one bounded signal statement per evidence row using the approved grammar.

Evidence to retain

Frozen query/topic dictionary, platform settings, native extracts, source dates, filters, sampled or omitted-row notes, normalised values, owned-property boundaries, signal statements and limitations.

Decision or scoring rule

A search or discovery statement may support only the population and behaviour its source observes. Relative interest is not absolute volume; owned-property search performance is not total category demand; an impression or visit is not an accepted commercial response.

Output and template

Complete Search, Discovery and Platform-limit rows in the Multi-Source Demand Evidence Register.

Acceptance gate

Proceed when every material search claim carries its comparison, period, geography, population, method, source owner and limit; otherwise validate, restrict or retire it.

Leadership checkpoint

The CMO accepts which discovery evidence can inform the chartered decision and which familiar platform totals must be excluded.

Human control point

The source owner and independent challenger approve the interpretation. A platform label, model or trend line cannot self-certify market meaning.

Failure modes and safeguards

Failures include treating a 0–100 trend index as volume, adding incompatible countries or periods, calling impressions demand, using one site's queries as the market and selecting terms after seeing favourable movement. Safeguard with frozen sets, native values, source-specific meanings and visible negative or absent evidence.

Change, stop or escalation condition

Change the extraction when settings or ownership are wrong. Stop a claim when the source cannot support its population or when a privacy threshold has been bypassed. Escalate a material gap that changes the decision boundary.

Handoff to the next step

Pass approved discovery statements and their limitations to the operating-evidence lane for independent comparison with sales, service and customer reality.

Step 06: Collect sales, service and customer evidence

Purpose and decision served

Test whether discovery signals correspond with needs, requests, objections, outcomes and current alternatives observed closer to the organisation's value exchange.

Accountable owner

Customer Director or CMO, with Sales and Operations owners accountable for their source meanings.

Delegated lead and contributors

Research lead, sales operations, service or support lead, CRM steward, frontline representatives, customer-insight analyst, evidence coordinator and information authority.

Preconditions, inputs and access

Approved participant and data handling; shared grammar; source-specific stage and reason definitions; sample plan; inclusion of lost, rejected, inactive, non-digital and underserved cases where relevant.

Actions

1. Extract enquiries, stage changes, rejection reasons, win/loss notes, response and qualification evidence using accepted definitions and one stable record grain.
2. Collect service requests, complaints, cancellations, returns, support themes, exception records and frontline observations without assuming that vocal cases represent prevalence.
3. Conduct or reuse authorised research about recent situations, actual behaviour, current alternatives, unmet conditions and decision context; separate prompted opinion from observed or recalled action.
4. Include contradictory cases: needs that did not create enquiries, enquiries that were irrelevant, strong interest blocked by capacity, and sales or service outcomes caused by internal response.
5. Reconcile repeated mentions that arise from the same person, account or event so one episode is not counted as several independent signals.
6. Map native reason and stage codes to the shared grammar while retaining the source value, owner, sample, period, missingness and known incentives.
7. Write one bounded signal statement per material item and classify its evidence, public-claim status and validation need.

Evidence to retain

Controlled extracts, stage and reason dictionaries, research protocol and sample, observation notes, coded themes, duplicate-event logic, missing-case record, source-owner interpretations and signal statements.

Decision or scoring rule

Customer, sales or service evidence becomes material when it can change the chartered decision and its context is retained. Frequency without a denominator is descriptive, not prevalence; stated interest without behaviour is a statement, not verified demand.

Output and template

Complete Sales, Service, Customer research, Observation and Contradiction rows in the Multi-Source Demand Evidence Register.

Acceptance gate

Proceed when the selected cases cover the decision context and limitations are explicit; validate when one function's records dominate; restrict unsupported prevalence or causation claims.

Leadership checkpoint

Sales, service and customer owners read back what their sources mean, what they omit and which internal constraints may be mistaken for weak demand.

Human control point

The research or participant authority approves contact, representation and reporting; the decision owner accepts that inconvenient or minority evidence remains visible.

Failure modes and safeguards

Failures include reading CRM stages as customer intent, treating complaints as a survey, interviewing only current advocates, erasing non-users and blaming market quality for slow internal response. Use source-owner checks, negative cases, current behaviour and distinct evidence classes.

Change, stop or escalation condition

Change the sample when a material context is absent. Stop unauthorised participant or personal-information use. Escalate a source dispute that changes qualification, need or outcome meaning.

Handoff to the next step

Pass accepted operating and customer statements, contradictions and source limits to the category-and-alternative lane.

Step 07: Establish category, competitor and substitute context

Purpose and decision served

Show what else could explain or satisfy the observed need so leadership does not confuse attention to the organisation with the shape of the market.

Accountable owner

CMO or Chief Growth Officer.

Delegated lead and contributors

Category or market analyst, brand lead, sales and procurement representatives, customer researcher, public-source researcher, finance or commercial owner and independent challenger.

Preconditions, inputs and access

Working market boundary; accepted need and intent terms; public-source rules; known competitors, adjacent providers, substitutes, workarounds and non-consumption; a date at which the context is true.

Actions

1. Define the category through the customer's problem and plausible alternatives, not only the organisation's internal product line.
2. List direct competitors, adjacent offers, internal workarounds, manual routes, deferral and non-consumption as hypotheses until evidence supports their relevance.
3. Record public propositions, offer changes, availability, distribution, price presentation and proof only from dated attributable sources; do not infer customer adoption from publication.
4. Reconcile win/loss, switching, procurement, partner, search, review and research evidence with the affected need and context.
5. Distinguish competitor fact, customer-reported alternative, analyst inference and proposed interpretation; preserve source and expiry for each.
6. Identify external events, regulation, seasonality, supply constraints, media, economic conditions and category-definition changes that may explain movement.
7. Write the narrowest contextual statement needed for the decision and record what would invalidate it.

Evidence to retain

Category boundary, substitute set, dated public artefacts, win/loss and switching evidence, event timeline, source ownership, expiry, alternative explanations and contextual signal statements.

Decision or scoring rule

A competitor or category statement is usable only for the exact offer, geography, period and evidence observed. Estimated traffic, share or audience from an opaque provider remains REQUIRES VALIDATION; public availability is not demand or adoption.

Output and template

Complete Category, Competitor, Substitute, Event and External-context rows in the Multi-Source Demand Evidence Register.

Acceptance gate

Proceed when the context includes plausible substitutes and no-action, each fact is dated and attributable, and inference is separated from observation; otherwise retain as context or validate.

Leadership checkpoint

Leadership accepts the working category boundary as a decision aid, not as a competition-law, market-share or total-addressable-market conclusion.

Human control point

Qualified legal or competition authorities retain formal market-definition conclusions. The analyst and commercial team cannot turn a strategy category into a legal claim.

Failure modes and safeguards

Failures are tracking only familiar brands, treating product launches as customer movement, copying vendor-estimated shares, ignoring substitutes and preserving a boundary because it supports the plan. Use customer alternatives, dated sources, competing definitions and an expiry gate.

Change, stop or escalation condition

Change the boundary when customer evidence reveals another substitute or context. Stop unsupported share or dominance claims. Escalate material legal, procurement or confidential-information concerns.

Handoff to the next step

Pass all accepted source statements, native definitions, contradictions and contextual explanations into the reconciliation ledger.

Step 08: Normalise and reconcile signal claims

Purpose and decision served

Create a comparable evidence chain without erasing source differences, double-counting shared events or resolving contradictions by authority alone.

Accountable owner

CMO as decision owner, with the evidence coordinator accountable for traceability.

Delegated lead and contributors

Analyst, research lead, source stewards, sales and service operations, category specialist, data or measurement specialist and independent challenger.

Preconditions, inputs and access

Approved signal grammar; registered search, sales, service, customer, category and competitor evidence; native extracts; population, period, method and limitation fields; decision threshold.

Actions

1. Assign stable signal IDs and link every normalised claim to its native source record, version and owner.
2. Align only comparable geography, period, population, unit, stage or context; retain separate rows when alignment would manufacture equivalence.
3. Identify shared underlying events across queries, visits, enquiries, calls, complaints, accounts and public reporting; record deduplication or dependence rather than adding them.
4. Compare direction, timing, context and consequence across source families without adding unlike measures into a single score.
5. Record corroboration, contradiction, missing source, lag, alternative explanation and source-owner dissent for each material claim.
6. Reconcile a conflict through definition, source, method and population evidence; never settle it through seniority, channel ownership or a preferred investment.
7. Freeze the reconciled version and its limitations before classifying signal versus noise.

Evidence to retain

Signal IDs, source links, mapping and deduplication logic, comparison windows, contradiction records, reconciliation decisions, dissent, accepted definitions and frozen evidence version.

Decision or scoring rule

Corroboration means genuinely independent evidence supports the same bounded claim. Two outputs derived from the same event or platform are one evidence family. A contradiction stays open when no authoritative method can resolve it.

Output and template

Create Evidence, Signal claim, Relationship, Contradiction and Reconciliation rows in the Demand Claim and Reconciliation Ledger.

Acceptance gate

READY TO CLASSIFY only when every material claim is traceable, comparable within stated limits and either reconciled or visibly disputed; otherwise return to the source owner.

Leadership checkpoint

The decision owner accepts which gaps and contradictions remain and whether the planned decision can tolerate them.

Human control point

Source stewards approve mappings, while the independent challenger tests dependence, selective periods and explanations that favour the incumbent plan.

Failure modes and safeguards

Failures include averaging unlike indexes, counting the same customer episode several times, hiding negative evidence, forcing a common time window and calling a dashboard blend triangulation. Use native values, stable IDs, relationship records and explicit unresolved states.

Change, stop or escalation condition

Change the comparison when a definition or period is materially different. Stop classification if traceability breaks. Escalate an unresolved contradiction capable of reversing the decision.

Handoff to the next step

Give the frozen, reconciled claims and dissent to the classification forum.

Step 09: Classify relevant signal, context and noise

Purpose and decision served

Decide which claims can change the chartered leadership choice, which need validation, which provide context and which should not influence the decision.

Accountable owner

CMO or Chief Growth Officer as named decision owner.

Delegated lead and contributors

Demand-system lead facilitates; evidence coordinator, source stewards, research lead, commercial owner, operating owners and independent challenger present the record.

Preconditions, inputs and access

Frozen reconciled claims, evidence threshold, materiality rule, contradictions, limitations, dissent and approved signal dispositions.

Actions

1. Review one claim at a time against the decision, working market boundary, evidence class, source fitness and materiality rule.
2. Assign exactly one disposition: accept for this decision, validate before use, retain as context, reject as noise or retire.
3. State the reason, supporting and conflicting signal IDs, affected need or context, potential consequence and accepted limitation.
4. Reject as noise only because the claim is irrelevant, duplicated, methodologically unfit, expired or contradicted for this decision, not because it is inconvenient.
5. Separate an evidence gap from absence of demand and separate a weak source from a weak underlying need.
6. Record whether the claim affects the decision now, changes a validation need or belongs to an adjacent A1 guide.
7. Retain dissent and the human authority who accepted the classification.

Evidence to retain

Claim dispositions, rationale, evidence links, rejected-noise reason, expiry, validation need, dissent, reviewer names and decision-impact statement.

Decision or scoring rule

Accept a signal only when it is relevant to the chartered decision and fit within stated limits. Volume, novelty, senior advocacy and multi-channel appearance cannot override dependence, poor definition or an unobserved population.

Output and template

Complete Classification and Finding rows in the Demand Claim and Reconciliation Ledger.

Acceptance gate

CLASSIFIED when every material claim has one disposition, evidence rationale, owner and next action; changes required when any claim depends on hidden judgement or an unresolved source dispute.

Leadership checkpoint

The decision owner reads back accepted signals, validation needs and rejected noise before any opportunity or market-response discussion begins.

Human control point

Only the authorised forum classifies a material claim. An algorithm may group records but may not decide relevance, acceptable uncertainty or commercial consequence.

Failure modes and safeguards

Failures are promoting high-volume rows automatically, labelling dissent noise, treating missing data as zero and using one confidence percentage. Safeguard with categorical dispositions, reasons, claim-level evidence and independent challenge.

Change, stop or escalation condition

Return a claim to reconciliation if its source or definition changes. Stop the forum if the decision owner attempts to alter the materiality rule after seeing outcomes. Escalate a qualified-authority concern.

Handoff to the next step

Pass accepted signals, validation needs, contextual claims and retired noise into the leadership option design.

Step 10: Translate signals into bounded leadership options

Purpose and decision served

Convert the classified evidence into proportionate choices without jumping to campaign, segment, budget, channel or technology decisions that belong to later methods.

Accountable owner

Economic buyer and CMO jointly.

Delegated lead and contributors

Demand-system lead, customer researcher, proposition or brand lead, sales and service owners, finance or commercial owner, data specialist and independent challenger.

Preconditions, inputs and access

Accepted signal claims, material validation needs, working market boundary, current commitments, capacity limits and adjacent-guide boundaries.

Actions

1. Group accepted claims by the decision-relevant need, context or intent they illuminate, retaining conflicts and source limits.
2. Write the leadership implication as a question, what should be understood, validated, changed, protected, deprioritised or stopped, not as a predetermined tactic.
3. Develop options such as retain current position, commission primary validation, clarify the proposition, repair a source or classification gap, adjust an operating response, narrow the boundary, defer or stop.
4. State the causal assumption, affected market connection, evidence needed, operating dependency, potential economic lens and downside for each option.
5. Route segment economics to The Customer Evidence and Segment Priority Standard: Choosing Whom the Organisation Must Understand, Serve and Retain, demand-to-revenue breaks to The Digital Growth Diagnostic: An Executive Standard for Tracing Demand to Revenue, journey handoffs to The End-to-End Customer Journey and Handoff Audit: From Demand to Delivered Value, leakage economics to The Revenue Leakage Prioritisation Playbook: Finding Which Conversion Break Is Worth Fixing First, funding to The Growth Investment Portfolio: A Leadership Standard for Funding, Sequencing and Stopping Growth Work and visibility execution to The Search and Answer-Engine Visibility Operating Standard: Building Discoverability, Authority and Commercial Progression.
6. Compare no-action and smaller alternatives, reversibility, evidence burden, capacity and opportunity cost without assigning invented values.
7. Select only the options that leadership can own and test through a dated decision gate.

Evidence to retain

Option records, linked signal IDs, causal assumptions, rejected alternatives, adjacent-guide routes, capacity and opportunity-cost notes, guardrails, owner and next evidence gate.

Decision or scoring rule

An option is decision-ready only when accepted evidence establishes why it is relevant, the missing evidence is visible, a smaller alternative has been considered and the next action can change or stop. Do not add scores into an automatic winner.

Output and template

Complete Option, Alternative, Handoff and Validation rows in the Demand Claim and Reconciliation Ledger.

Acceptance gate

READY FOR DECISION DESIGN when each option has an evidence-linked implication, owner, proportionate next gate and explicit non-goals; otherwise narrow, validate or reject it.

Leadership checkpoint

The economic buyer confirms that capacity and opportunity cost are visible and that no option implies an unapproved growth budget.

Human control point

Leadership decides which questions deserve further evidence. A supplier may explain a method but cannot use the signal system to award itself downstream work.

Failure modes and safeguards

Failures include turning a signal into a campaign brief, prioritising a segment without economics, assuming visibility is the constraint and preserving every option. Use adjacent-guide handoffs, no-action, finite capacity and explicit rejected alternatives.

Change, stop or escalation condition

Return to Step 09 when an option depends on an unaccepted claim. Stop an option without an owner, testable decision or safe route. Escalate material capacity, legal or customer harm questions.

Handoff to the next step

Give viable options and validation needs to the operating-contract design.

Step 11: Define the signal measures, cadence and expiry controls

Purpose and decision served

Make the signal system repeatable enough to support the decision without allowing stale definitions, sources or claims to become permanent truth.

Accountable owner

CMO, with source and metric owners accountable for their contracts.

Delegated lead and contributors

Demand-system lead, evidence coordinator, source stewards, analyst, research owner, sales and service operations, information authority and decision-forum secretary.

Preconditions, inputs and access

Classified claims, viable options, source refresh patterns, decision event, measure definitions, capacity, access and retention obligations.

Actions

1. Define learning, source-quality, operating-use, decision and guardrail measures separately, each with population, period, definition, owner, baseline and response threshold.
2. Set a source-appropriate refresh and review event; do not impose one calendar on search, sales, service, research and public category evidence.
3. Give every claim and category boundary an expiry or review trigger tied to material change, not a claim of permanent validity.
4. Define what causes a source, dictionary, classification or option to return to validation and who may reapprove it.
5. Establish the decision log, change request, dissent record, access review, retention and disposal actions.
6. Limit the operating pack to evidence needed for the recurring decision; retire reports and feeds that no owner uses.
7. Confirm the capacity and capability needed for internal operation or a bounded external support role.

Evidence to retain

Measurement contracts, source and claim review schedule, expiry rules, change control, decision log, access and disposal actions, operating role acceptance and support boundary.

Decision or scoring rule

A signal remains active only while its source, definition, decision use, owner and limit are current. Refresh frequency follows the natural evidence and decision interval; faster reporting is not inherently better.

Output and template

Create Measure, Source review, Claim review, Change and Access rows in the Executive Demand Decision and Review Register.

Acceptance gate

OPERABLE when every active signal has a source owner, decision owner, review trigger, change route and retirement condition; otherwise keep the system in validation.

Leadership checkpoint

The CMO accepts the management burden and confirms which recurring decisions justify it.

Human control point

Named humans approve definitions, access, change and retirement. Automated refresh may update evidence but cannot silently change a claim or disposition.

Failure modes and safeguards

Failures include permanent dashboards, arbitrary weekly cadence, unowned feeds, metric-definition drift and research used after its context expires. Use versioned contracts, event triggers, owner acceptance and retirement.

Change, stop or escalation condition

Change the cadence when the decision or source changes. Stop an unowned or unused feed. Escalate access, retention or material definition changes before refresh.

Handoff to the next step

Submit the classified evidence, options and operating contracts to the authorised leadership forum.

Step 12: Make and record the leadership decision

Purpose and decision served

Issue an evidenced decision about the market-demand question and authorise only the next bounded validation, change, handoff, defer or stop gate.

Accountable owner

Named executive decision owner in the authorised forum.

Delegated lead and contributors

Demand-system lead presents; economic buyer, source owners, customer, sales, service, finance, operating and applicable specialist authorities answer within their mandates.

Preconditions, inputs and access

Approved charter, frozen evidence version, classifications, contradictions, options, measures, capacity, guardrails, dissent and next-gate requirements.

Actions

1. Present the market connection, source-family coverage, accepted signals, validation needs, contextual claims, rejected noise and material limitations.
2. Read each option with its supporting and conflicting signal IDs, causal assumption, smaller alternative, opportunity cost and downstream boundary.
3. Ask source owners and the independent challenger to state unresolved disagreements and claims that cannot support the proposed use.
4. Record one disposition for every in-scope option: validate, change, handoff to named A1 guide, defer, stop or retain current position.
5. Record rationale, rejected alternatives, authorised resources, affected owners, evidence threshold, guardrails and dated next gate.
6. Transfer the exact charter, dictionary, evidence, classification, option, measure and change-control versions to the receiving owner.
7. Close or reauthorise temporary access and confirm retention, disposal and participant obligations.

Evidence to retain

Decision record, forum and mandate, accepted evidence version, dispositions, rationale, dissent, commitments, owners, handover acceptance, access closure and review date.

Decision or scoring rule

Only the authorised forum issues a disposition. Handoff authorises the named next assessment or internal action, not its outcome, budget, supplier or implementation.

Output and template

Complete Decision, Handover and Gate rows in the Executive Demand Decision and Review Register.

Acceptance gate

DECISION CLOSED when every option and material claim has a recorded disposition, owner and date and the receiving owner accepts the evidence limits; otherwise keep it open.

Leadership checkpoint

The decision owner reads back what is accepted, what remains unknown, what is not authorised and when the evidence will be reviewed.

Human control point

Final market, investment, risk and operating responsibility stays with named executives and qualified authorities; the signal system and its provider do not decide.

Failure modes and safeguards

Failures are approving the presentation, commissioning tactics without a decision, hiding dissent and treating a handoff as implementation authority. Use row-level dispositions, non-goals, named recipients and evidence-version control.

Change, stop or escalation condition

Escalate a decision beyond forum authority. Stop any next action whose mandatory control or owner is missing. Re-charter when the market boundary or decision changes materially.

Handoff to the next step

Give accepted measures, claims, commitments and review triggers to the operating review.

Step 13: Review outcomes and renew, change or retire signals

Purpose and decision served

Test whether the decision and subsequent evidence changed understanding or action, then prevent obsolete signals from accumulating as organisational folklore.

Accountable owner

CMO, with the benefit or decision owner accountable for the observed result.

Delegated lead and contributors

Demand-system lead, source and metric owners, customer research, sales and service operations, finance or commercial owner, receiving guide or action owner and independent challenger.

Preconditions, inputs and access

Approved decision and measures, frozen baseline or baseline plan, next-gate evidence, actual operating actions, source changes, guardrails, dissent and review date.

Actions

1. Record actual evidence using the approved population, period, unit, source and definition version; do not replace a missing baseline with memory.
2. Separate whether evidence quality improved, the organisation used the signal, a decision changed, an operating response occurred and an outcome moved.
3. Review concurrent events, seasonality, mix, capacity, attribution limits and lag before linking outcomes to the decision.
4. Reclassify each material signal as renew, change, validate, retain as context or retire and state why.
5. Close completed validation and handoff gates; record failed thresholds, guardrail breaches, containment, dissent and residual exposure.
6. Re-charter a materially new market question rather than stretching the old evidence boundary.
7. Transfer learning into source definitions, customer research, operating practice and the next leadership decision.

Evidence to retain

Actual measure results, definition and source versions, decision-use evidence, operating actions, outcome and guardrail results, causal interpretation, signal lifecycle decisions, dissent and next charter.

Decision or scoring rule

Renew only when the signal still serves the decision and its source, definition, context and owner remain valid. Retire when it is expired, unowned, unused, duplicated or unfit; do not preserve it for reporting continuity.

Output and template

Complete Review, Signal lifecycle, Change, Stop and Closure rows in the Executive Demand Decision and Review Register.

Acceptance gate

REVIEW COMPLETE when actuals and limitations are recorded, every active signal has a new review trigger and every retired signal has a closure action.

Leadership checkpoint

The executive forum decides whether to continue the signal system, change its scope, validate a new question, retire it or move an evidenced issue into another guide.

Human control point

Qualified owners approve any new public claim, legal or privacy interpretation, financial value and scale decision. Learning may update the method but cannot rewrite the historical decision record.

Failure modes and safeguards

Failures include claiming causation from timing, measuring activity instead of decision use, carrying expired categories and adding more sources after weak outcomes. Use frozen definitions, separate evidence layers, lifecycle dispositions and stop authority.

Change, stop or escalation condition

Contain harm or control failure immediately. Stop an unowned system. Escalate a material outcome, public claim or risk decision. Re-charter when the question or population changes.

Handoff to the next step

Close the current charter with retained evidence, accepted learning, owned next actions and a dated review or new decision.

4. The Evidence & Measurement Checklist

Copy this checklist into the decision record. A checked item means the named evidence exists and the owner has accepted it; it does not mean that the underlying demand claim is favourable.

Preflight and authority

• One dated market-demand decision and one working market boundary are approved. Evidence: charter ID and dated forum approval. Owner: executive sponsor.
• Economic buyer, decision owner, evidence coordinator and independent challenger are named. Evidence: authority rows and role acceptances. Owner: executive sponsor.
• Search, sales, service, customer, category and competitor source families each have a steward. Evidence: source-owner matrix. Owner: demand-system lead.
• Material conflicts, supplier interests and recusal conditions are recorded. Evidence: conflict and challenge log. Owner: decision owner.
• Privacy, legal, security, research-participant and publication authorities are assigned where applicable. Evidence: authority and escalation references. Owner: information authority.

Evidence access and quality

• Every requested source has an explicit decision use and minimum necessary fields. Evidence: approved source plan. Owner: evidence coordinator.
• Population, period, geography, unit, method, exclusions and source version exist for every material row. Evidence: multi-source evidence register. Owner: source steward.
• Platform sampling, normalisation, omitted rows, privacy thresholds and property limits are retained. Evidence: native export and limitation note. Owner: digital source owner.
• Research and operational samples include material negative, lost, non-user or exception cases where relevant. Evidence: approved sample and coverage record. Owner: research lead.
• Missing, disputed or inaccessible evidence is classified as a gap or constraint rather than zero. Evidence: evidence-gap rows and disposition. Owner: evidence coordinator.

Method execution

• The signal grammar preserves native meanings and maps aliases without rewriting source history. Evidence: approved dictionary and alias map. Owner: method lead.
• Search, sales, service, customer, category and competitor statements remain separate source families. Evidence: evidence-family field and source links. Owner: analyst.
• Shared underlying events and dependent sources are identified before corroboration. Evidence: relationship and deduplication rows. Owner: evidence coordinator.
• Every material claim has one accepted classification and an evidence-linked reason. Evidence: classification ledger. Owner: decision owner.
• Every option includes no-action or smaller alternatives and a named adjacent-guide boundary. Evidence: option and handoff rows. Owner: demand-system lead.

Governance, privacy, security and risk

• Access, participant contact, storage, authorised users, retention and disposal are approved. Evidence: access and handling record. Owner: information authority.
• Personal, confidential, licensed and commercially sensitive evidence stays in the approved controlled location. Evidence: access log and storage review. Owner: evidence custodian.
• Formal legal, competition, privacy, financial and assurance conclusions are referred to qualified authorities. Evidence: referral and disposition records. Owner: proof owner.
• Public-source competitor evidence is dated, attributable and does not imply customer adoption. Evidence: source capture and claim-status review. Owner: category lead.
• A stop and containment route exists for unauthorised use, harm, control failure or misleading public claim. Evidence: incident and escalation route. Owner: executive sponsor.

Deliverables and acceptance

• The charter, source plan, evidence register, reconciliation ledger and decision register share stable IDs. Evidence: cross-file ID reconciliation. Owner: evidence coordinator.
• Every tool row contains enough instruction for a cold operator to complete it. Evidence: tool usability review. Owner: editorial owner.
• Accepted signals, validation needs, contextual claims, rejected noise and retired claims are distinguishable. Evidence: frozen classification version. Owner: decision owner.
• Option records state evidence, assumptions, limits, non-goals, owner and next gate. Evidence: accepted option rows. Owner: demand-system lead.
• Decision, handover, access closure and review artefacts have named acceptance. Evidence: executive decision register. Owner: decision owner.

Measurement

• Learning, source-quality, operating-use, outcome and guardrail measures are separate. Evidence: approved measurement contracts. Owner: CMO.
• Each measure has a definition, population, period, baseline, source, owner and threshold. Evidence: measure rows and definition versions. Owner: metric owner.
• Organisation-specific volume, prevalence, value and target remain baseline required until evidenced. Evidence: proof-status and baseline fields. Owner: finance or proof owner.
• Source refresh and claim review follow their natural evidence and decision interval. Evidence: review-trigger register. Owner: source owner.
• Attribution, concurrent events, seasonality, mix, lag and missingness are retained in outcome review. Evidence: review rows and causal interpretation. Owner: benefit owner.

Decision and handover

• Every in-scope claim and option has one human-authorised disposition. Evidence: dated decision rows. Owner: decision owner.
• The forum records rationale, rejected alternatives, dissent, opportunity cost and accepted uncertainty. Evidence: decision minutes and register. Owner: forum chair.
• Any handoff names the exact A1 guide or internal action and what remains unapproved. Evidence: handover row and receiving-owner acceptance. Owner: demand-system lead.
• Resources, capacity, evidence threshold, guardrails and stop conditions accompany each next gate. Evidence: gate row and owner acceptance. Owner: economic buyer.
• Temporary access is closed or reauthorised and evidence retention is confirmed. Evidence: access-closure record. Owner: information authority.

Review, change and stop controls

• Every active source, definition and signal has an expiry or material-change trigger. Evidence: source and claim review rows. Owner: source steward.
• A material change to decision, boundary, source, method or classification returns affected gates to review. Evidence: change-control log. Owner: review owner.
• Retired signals, reports and feeds have owners and closure actions. Evidence: lifecycle and disposal rows. Owner: demand-system lead.
• Guardrail breaches and misleading claims trigger containment and qualified review. Evidence: incident record and authority decision. Owner: risk or proof owner.
• A materially new demand question starts with a new charter rather than extending old evidence. Evidence: closure or re-charter record. Owner: executive sponsor.

Topic-specific measurement contract

These measures are templates. Every numerical baseline, threshold and target is REQUIRES VALIDATION until the organisation approves the exact definition and source.

Measure A: Decision-critical signal evidence coverage

Measure B: Independent source-family corroboration

Measure C: Material validation-gate closure

Measure D: Signal-to-decision use

Measure E: Named market-connection outcome

Measure F: Signal-system guardrail breaches

Evidence classifications used in this guide

Primary and supporting sources

• Google Trends Help: FAQ about Google Trends data: VERIFIED official platform documentation at the 25 August 2026 source cut-off. Google describes Trends as sampled, anonymised, categorised, aggregated and normalised relative search interest, and warns that it is not a scientific poll or a perfect mirror of search activity. This guide therefore treats it as one contextual source, never absolute volume, prevalence or market demand.
• Google Search Console Help: performance dimensions and groupings: VERIFIED official platform documentation at the source cut-off. It records anonymised-query omissions, data truncation and dimension behaviour. These limitations must remain beside any owned-search claim.
• Google Search Console Help: about Search Console data: VERIFIED official platform documentation at the source cut-off. It explains property coverage, privacy omissions, top-row limits, processing and time-zone differences. The source does not establish total market demand or commercial outcome.
• GOV.UK Service Manual: user research in discovery: VERIFIED public-service guidance at the source cut-off. It supports learning about likely users, current behaviour, barriers and the end-to-end service through research and existing evidence. Its UK public-service rules are contextual guidance, not proof of a private organisation's market or a universal research design.
• ICC/ESOMAR International Code on Market, Opinion and Social Research and Data Analytics: VERIFIED professional self-regulatory code current at the source cut-off. Its duty-of-care, minimisation, transparency, privacy and fit-for-purpose principles inform research governance; applicable law and organisation-specific authority still require qualified review.
• Stats NZ: Guide to reporting on administrative data quality: VERIFIED official statistical guidance. It frames source quality through intended use, strengths and limitations and supports the decision-fitness approach. It does not validate Abrasim's classification method or any organisation-specific signal.
• European Commission: Article 102 investigations: VERIFIED official competition-policy context. It illustrates that formal product and geographic market assessment concerns substitutability in a legal enforcement context. The Market Demand Signal System: A Leadership Playbook for Separating Relevant Demand from Noise uses only a working strategic category and explicitly refers formal market-definition or dominance conclusions to qualified authorities.