Methodology

The Six-Stage Commercial Validation Engine

GTM Right runs a structured commercial validation engine across six dimensions of commercial readiness before a founder spends on acquisition. Each stage asks a single, non-negotiable question. The answer is graded against evidence, not conviction.

True Validation is free
Evidence-graded output
Commercial Decision at Stage 6

True Validation tests public market evidence only: whether the problem is real, visible and urgent. It does not prove buyer budget, willingness to pay, offer fit, acquisition economics or full commercial viability. Stages 2 to 6 test the later commercial assumptions: Buyer Precision, Buyer + Offer, Revenue Funnel, Market + Funnel, Commercial Decision. They do not change the fact that Stage 1 is market validation only.

Why This Order

Why the order matters.

The six stages are not a checklist. They are a dependency chain. Each stage answers a question that the next stage assumes is already answered. Running them out of order leaves later stages resting on assumptions that have not yet been tested.

True Validation establishes whether the commercial case deserves further investigation. Buyer Precision establishes which buyer must be tested first. Buyer + Offer establishes whether the offer is right for the buyer. Revenue Funnel establishes whether acquisition and conversion can work commercially. Market + Funnel establishes where to enter and how to sustain the motion. Commercial Decision establishes whether to proceed, revise or stop. The order is deliberate: each stage produces the context needed to test the next commercial assumption.

The sequencing is enforced by the product. A founder cannot unlock Buyer Precision until True Validation is complete.

01True Validation
02Buyer Precision
03Buyer + Offer
04Revenue Funnel
05Market + Funnel
06Commercial Decision
The Six Stages

Each stage. One question. One grade.

01

True Validation

Free

Does a real market problem have credible live evidence?

What it testsQualifying cited signals retained from public complaint forums, review platforms and relevant specialist communities, alongside urgency indicators and evidence that current solutions are inadequate. The count is the evidence kept after eligibility, deduplication and integrity rules - not a measure of how many people share the problem.
Why this position in the sequenceNo other stage matters if the market problem is not real. This gate asks for external evidence rather than founder conviction.
OutputA market validation record that states the evidence, limits and next test.
02

Buyer Precision

Which specific, reachable buyer feels the pain most and can act?

What it testsIdentification of the specific subset of the market that has the pain, the budget and the authority to act. Not a persona, a reachable buyer with a decision-making context.
Why this position in the sequenceA real problem does not guarantee a viable buyer. This stage establishes who must be tested before an offer is constructed.
OutputA ranked buyer thesis with testable triggers, access path and buying context.
03

Buyer + Offer

What job is the offer hired for and what proves willingness to pay?

What it testsJob-to-be-done analysis grounded in the identified buyer. What is the offer hired to do, what does it replace and what willingness-to-pay evidence exists?
Why this position in the sequenceThe offer needs to be clear to the buyer before acquisition and conversion economics can be tested.
OutputA buyer and offer proposition with the evidence needed to test willingness to pay.
04

Revenue Funnel

Can a stranger become a paying customer with viable economics?

What it testsA commercial stress test of acquisition and conversion assumptions, including price point, CAC, LTV, payback and retention inputs.
Why this position in the sequenceThe revenue motion has to work commercially before acquisition spend is committed.
OutputA testable revenue funnel with commercial assumptions, conversion steps and economics.
05

Market + Funnel

Is there a defensible entry point with viable market and funnel economics?

What it testsWedge segment identification, competitor weakness analysis and defensible entry-point mapping for the market and funnel.
Why this position in the sequenceA viable revenue motion still needs a specific, defensible market entry point before it can be sustained.
OutputA market-entry and funnel case that identifies the wedge and conditions to sustain it.
06

Commercial Decision

Are the material blockers known before capital or build spend is committed?

What it testsA synthesis of regulatory, legal, trust, adoption and launch-readiness blockers across the preceding stages.
Why this position in the sequenceThe final decision should make material proceed, revise or stop conditions explicit before capital or build spend is committed.
OutputA commercial decision record with proceed, revise or stop conditions.
Evidence Grading

Not pass or fail. A grade with a reason.

Every stage output carries an evidence grade. The grade is not a verdict on the idea - it is a statement about the quality of the evidence available at the time of analysis. A Weak Signal does not mean the idea is wrong. It means there is not enough evidence to rely on that assumption yet.

The rules below govern the Stage 1 evidence grade, where the engine retrieves and checks public sources itself. Stages 2 to 6 carry the grade their own analysis returns and are not subject to the Stage 1 retrieval and counter-signal safeguard, so a grade in a later stage should be read alongside that stage's own stated evidence.

Strong Signal

The highest grade Stage 1 awards. Stage 1 grades public-market validation, so it requires sufficient independent qualifying public or live market evidence to support the finding. That evidence must satisfy the applicable relevance, eligibility and recency rules, and the counter-signal rules apply. Founder-provided evidence is shown separately and can support a Medium Signal, but with no qualifying public evidence Stage 1 cannot be graded Strong. The finding is directionally consistent, not conclusive.

Example: Evidence from two or more independent eligible public sources supporting the same problem under the evidence rules. Documented buyer interviews, written willingness to pay or pre-sales are recorded beside the grade as founder-provided evidence, not as a substitute for public evidence. Verbal enthusiasm or a founder's own belief does not qualify.
Medium Signal

Qualifying evidence exists, but the contract for a Strong Signal is incomplete: corroboration comes from a single origin rather than two independent ones, the source dates cannot be resolved, one qualifying counter-signal narrows the proposition, or the claim was only accepted in a narrowed form.

Example: Eligible evidence for the problem, but from one origin - or from two, with a single independent counter-signal that narrows the claim.
Weak Signal

The grade fails closed. It is applied when no qualifying evidence is retained, when relevance or source eligibility fails, when the retained evidence is older than 24 months, when two or more independent counter-signals stand against the claim, or when retrieval did not complete successfully.

Example: No eligible external evidence is retained for the problem, so the finding rests on the founder's own account. A retrieval failure also lands here - it is an operational outcome, not proof that the pain is absent.

What counts as evidence in Stage 1

Discovered market evidence

Relevant material the search found. It can be shown in a result, with the reason it does or does not count, without counting toward the result.

Qualifying evidence

The subset that passes source eligibility, relevance, integrity and independence rules. Only qualifying evidence can change the qualifying signal count, the grade or the verdict.

Founder-stated input

What a founder tells us about the idea is recorded as founder-stated, not as external proof. Specific observed evidence a founder reports, such as buyer interviews, written willingness to pay or pre-sales, can be credited under the grade policy, but it is still founder-provided rather than externally confirmed.

Assumptions and Next Tests

Uncertainty is recorded, not hidden.

The evidence grade is a statement about the quality of the available evidence, not a prediction of commercial success.

Assumptions carry an evidence state

Each Stage 1 result lists the assumptions the idea depends on and labels each one with one of three states:

  • Validated by qualifying evidence
  • Market clues discovered, not yet validated
  • Not yet validated
Next steps name the missing evidence

Recommended next steps identify the evidence still missing.

Thin evidence caps the grade

When qualifying evidence is thin, the Stage 1 grade is capped by the rules above. A retrieval failure is reported as an operational outcome, not as proof that the pain is absent.

Each result records its versions

Each Stage 1 result records the versions of the source pipeline, grade rules, prompt and result schema that produced it.

Research Basis

What the failure research can and cannot show.

A third-party compilation of 2,715 documented startup failures, one row per company, drawn from six public source lists: Loot Drop, a Kaggle dataset of CB Insights records, CB Insights, and three Failory cemetery lists. GTM Right did not collect these records through original fieldwork, and no customer work is added to it.

The archive contains only companies that failed. There is no matched group of companies that survived, so it cannot show what successful companies do differently, and a count of records in a sector is not a failure rate.

A cause of death is what a source reported, not a verified or tested cause. The patterns in the archive are directional, not causal, and nothing here shows that GTM Right would have prevented any failure.

The archive also carries a stage label assigned under an earlier version of GTM Right's stage order. Those legacy assignments are not used on this page to count, rank, cost or otherwise quantify today's six-stage framework.

These six lenses are GTM Right's editorial hypotheses for founders to test, one per current stage. They were not statistically derived from the 2,715 records, and they do not explain, predict or prevent any failure in the archive.

One editorial founder-test lens per stage, not a derived finding
Stage 1: True Validation
The Painless Product
Stage 2: Buyer Precision
The Invisible Buyer
Stage 3: Buyer + Offer
The Feature Without a Job
Stage 4: Revenue Funnel
The Broken Funnel
Stage 5: Market + Funnel
The Crowded Lane
Stage 6: Commercial Decision
The Regulatory Blindspot
Read the research
How Results Are Produced

Stage analyses are generated by AI models working under fixed, versioned rules. Retrieval, source eligibility and grade caps are enforced in code rather than left to the model. You confirm the brief before a run, and the decision remains yours.

What this method cannot tell you

GTM Right does not guarantee demand, revenue, funding or commercial success. A Strong Signal means the available evidence is consistent; it does not mean customers will buy. A Weak Signal is not proof the idea will fail. Later stages test additional assumptions; they do not remove uncertainty.

Canvas access

One idea. One 90-day working period.

GTM Right Canvas is a one-time £349 purchase for one idea and 90 days. It includes paid work across Stages 2 to 6: Buyer Precision, Buyer + Offer, Revenue Funnel, Market + Funnel, Commercial Decision. The Commercial Readiness Pack is included and becomes available once all six stages are complete.

Stages 2 to 6 test the later commercial assumptions: Buyer Precision, Buyer + Offer, Revenue Funnel, Market + Funnel, Commercial Decision. They do not change the fact that Stage 1 is market validation only. After the initial 90-day access window ends, the same Canvas can be renewed for a one-time £149 purchase for another 90 days. Renewal is customer-initiated and does not renew automatically.

If you save your Stage 1 result, GTM Right emails a time-limited magic link that reopens that Workspace without a remembered password. If you later link that Workspace to an account, the authorised signed-in account can reopen it too.

One idea

The Canvas applies to one commercial proposition

90 days

The current paid Canvas access period

Paid scope

Buyer Precision, Buyer + Offer, Revenue Funnel, Market + Funnel, Commercial Decision

Method Record

Who is responsible, and which rules apply.

The versions below are read from the product code, so this record changes when the rules change. The review date changes when this page is reviewed.

Written by
Paul Akinola, Founder, GTM Right
Product contract
Version 1.1.0
Stage 1 grade rules
g2.15.1
Stage 1 evidence versioning
g2.18.1
Stage 1 discovered evidence policy
c3.disc.1
Stage 1 assumption evidence policy
c3.assum.1
Last reviewed
17 September 2026
Cite as
GTM Right, "The GTM Right Methodology", last reviewed 17 September 2026. https://www.gtmright.com/methodology

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