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GTM Learning Loop by CompanyOS

GTM Learning Loop by CompanyOS

Stop guessing who to target and what to say.

Turn the evidence you already have across campaigns, replies, sales calls, and deal outcomes into a sharper ICP, a small target cohort, and one message experiment to run next.

Get the right buyers to reply and keep moving.

Book a 20-minute GTM auditSee the experiment loop

Bring one campaign, five replies, and two call notes. Leave with one structured ICP hypothesis and a proposed 10-account test.

ICP experiment · Draft

Qualification evidence board

Human review

Observed input

Observed

French finance consultancies with evidence of expert-led delivery are a reviewable starting cohort.

Source · fr-finance-consulting-v1

Clarification

Hypothesized

Compare required qualification with preferred delivery evidence before approving a message experiment.

Qualification fork

Required

8

fixture accounts

Preferred

16

fixture accounts

8 qualification decisions change between branches

Selected treatment

Lead with verifiable delivery governance instead of assumed partner involvement

Awaiting human approvalNothing sent
Evidence attachedUnknowns visible

Illustrative workspace · synthetic data

Find the constraint

More GTM activity will not tell you what is broken.

Pipeline symptoms can support several competing explanations. Separate them before adding volume.

ICP
Are the right accounts entering the conversation?
Message
Does the buyer recognize the problem in your language?
Proof
Is the claim credible enough to move forward?
Channel
Are you reaching buyers where they will engage?
Follow-up
Does useful feedback survive the next step?

Turn competing explanations into small experiments that a human can review, approve, and learn from.

ICP Discovery & Experiment Loop

From fuzzy market idea to a reviewed experiment.

Move from a fuzzy ICP to a small cohort, a reviewed message experiment, and a learning decision without hiding the unknowns.

  1. Stage 1

    Frame the hypothesis

    Turn a broad market idea into a specific buyer, pain, message, and proof hypothesis.

  2. Stage 2

    Review ten accounts

    Compare a small cohort against available evidence without filling gaps with assumptions.

  3. Stage 3

    Fork the ICP

    Test required and preferred criteria side by side so the qualification difference is visible.

  4. Stage 4

    Approve the experiment

    Choose one cohort, message, proof hypothesis, owner, and success signal for human review.

  5. Stage 5

    Learn what to change

    Record replies and progression, preserve what remains unknown, and decide the next iteration.

Illustrative workspace · synthetic data

ICP Discovery & Experiment Loop

Company GTM Brief · version 1

Fixture: fr-finance-consulting-v1

  1. 1Company GTM Brief
  2. 2Required, preferred, and excluded criteria
  3. 3Research plan
  4. 410-account preview
  5. 5Evidence-backed qualification
  6. 6Fork alternative ICP
  7. 7Compare branches
  8. 8Approve message experiment
  9. 9Learn from outcomes

Company GTM Brief

Market
Finance consulting · France
Offer
Governed finance expertise
Buyer
Founder or finance leader
Motion
Consultative, founder-led outbound

Qualification criteria & research plan

Required

France; 8–80 people

Preferred

Expert-led delivery evidence

Excluded

Contrary or exclusion evidence

Research plan: Verify geography, headcount and expert-led delivery from attached fixture references; preserve missing evidence as unknown.

10-account evidence preview

Compare required qualification with preferred delivery evidence before approving a message experiment.

AccountHeadcountEvidenceQualification
Aster Finance
fixture://fr-finance-consulting-v1/account-01		8supportedQualified
Boussole Conseil
fixture://fr-finance-consulting-v1/account-02		12supportedQualified
Clair Audit
fixture://fr-finance-consulting-v1/account-03		16supportedQualified
Delta CFO
fixture://fr-finance-consulting-v1/account-04		20supportedQualified
Evident Partners
fixture://fr-finance-consulting-v1/account-05		24supportedQualified
Fidèle Finance
fixture://fr-finance-consulting-v1/account-06		28supportedQualified
Granite Advisory
fixture://fr-finance-consulting-v1/account-07		32supportedQualified
Horizon Gestion
fixture://fr-finance-consulting-v1/account-08		36supportedQualified
Iris Conseil
fixture://fr-finance-consulting-v1/account-09		40contraryBorderline
Jade Finance
fixture://fr-finance-consulting-v1/account-10		44contraryBorderline

Start here

20-minute GTM Feedback Audit

Bring a small amount of real GTM evidence. Together, we will identify a truthful first experiment without pretending every unknown is resolved.

Book a 20-minute GTM audit

Bring

  • One campaign or sequence
  • Five representative replies
  • Two call notes or transcripts
  • One stalled, lost, or won opportunity

Leave with

  • One likely GTM bottleneck
  • One structured ICP hypothesis
  • Three questions worth validating
  • One proposed 10-account experiment

Message-Market Fit Sprint

In 10 days, turn fragmented GTM evidence into one reviewed experiment and a repeatable learning loop.

  1. Outcome 1

    ICP and message evidence map

    Align the segment, buyer, pain, message, and evidence currently available.

  2. Outcome 2

    Objection and proof-gap diagnosis

    Identify where buyers hesitate and what credible proof is missing.

  3. Outcome 3

    Approved GTM experiment

    Give one owner a cohort, message, proof hypothesis, success signal, and review date.

  4. Outcome 4

    Learning report and next-experiment backlog

    Record what happened, what remains unknown, and what should change next.

Trust

Evidence before automation.

The workspace keeps capability, evidence, and decision state truthful instead of presenting preparation as execution.

  • Observations, hypotheses, and unknowns stay distinct.
  • Humans approve strategic targeting changes and external actions.
  • Fixture, configured, wired, and live-provider capabilities are represented truthfully.
  • Nothing is sent by default.

Best for

Founder-led and sales-led consultative B2B teams testing a new segment, market, offer, or message with real GTM evidence available.

Not for

Scraped lists, spam, or teams seeking volume without learning.

FAQ

Questions before the first experiment.

What exactly happens in the 20-minute audit?

We review the evidence you bring, identify a likely constraint, and structure a small ICP experiment worth validating. It is a focused feedback session, not a promise of a completed strategy.

What data should I bring?

Bring one campaign or sequence, five representative replies, two call notes or transcripts, and one stalled, lost, or won opportunity.

Do I need to connect my CRM?

No. The audit starts with the evidence you choose to bring. You can book before connecting any system.

Is this an AI SDR?

No. GTM Learning Loop helps a team clarify an ICP, review evidence, and prepare an experiment for human approval.

Does it send messages automatically?

No message is sent by default. External actions remain subject to the configured capability and a human review boundary.

How is this different from lead enrichment or campaign analytics?

Enrichment adds attributes and analytics reports activity. GTM Learning Loop connects available evidence to a reviewable ICP and message experiment, then records what the team should learn next.

What happens during the 10-day Sprint?

We map ICP and message evidence, diagnose objections and proof gaps, prepare one reviewed experiment, and produce a learning report with a next-experiment backlog.

Is GTM Learning Loop a standalone product or part of CompanyOS?

It is a CompanyOS workflow focused on turning GTM evidence into governed experiments and repeatable learning.

Your market is already giving you feedback.

Turn it into the next experiment.

Book a 20-minute GTM audit