The Lab is live. 15 essays from the frontier of AI-native GTM.

Read
Capabilities/

Prospecting

/

ICP Assessment

ICP Assessment

ICP Assessment continuously judges whether one account fits the company's target market by applying the company's ICP, product, persona and suppression logic to everything known about that account, and returns fit, evidence, reasoning, segment, confidence, exclusions and gaps.

Connects to
Departments

Prospecting

ICP Assessment·3 accounts reassessed today
Assessing Denbigh Materials…
TriggerAccount sourced · Denbigh Materials - enters coverage · fit judgement runs automatically
Deploy agentDeploying ICP Fit Scoring agent on Denbigh Materials' evidence
Use skillLoading skills · ICP Assessment · Account Research
Reference memoryReading memory · ICP · Products · Persona
ReasoningFirmographic and technographic match both cleared already; it's this week's two trigger events, weighted above the static profile, that move Denbigh Materials into tier A
ActionWrite fit tier to the account record → surface in the rep's daily briefing
Scored in 6 seconds
Surfaces inProspecting Daily BriefingviaSlackTeams
Revenue LabsAPP8:44 AM LIVE
Prospecting Briefing: Naomi Whitfield · Fri 24 Jul
STATE CHANGES4 overnight
VERY HIGH1 account
MEETINGS MTD15/18
PIPELINE MTD$300K/$520K
TOP PRIORITY
Denbigh Materials · [Tier A] [Reassessed overnight]
ICP ASSESSMENT
Fit tier: A · firmographic and technographic match cleared
Weighted on: two trigger events this week, ahead of the static profile
Recommended action: Move to today's priority queue
Review Fit TierAccount SummaryAsk Agent

Does this account actually fit, and can you prove it?

What changes across the three columns isn't whether an account gets a fit label, it's whether that label is a rep's own read of a document, a bolted-on score with no case behind it, or a judgement reasoned from the same governed ICP logic every time, evidence and confidence included.

01 | The Current Way

02 | AI Added On

03 | AI-Native

When an account is sourced

Read by eye

A rep or ops person checks the new account against the ICP document or CRM filters and calls it a fit from memory.

A confident label

The account gets classified against the ICP document or handed a fit score instantly, with nothing showing what evidence produced it.

Fit, evidenced, explained

ICP Assessment applies the company's ICP, product, persona and suppression logic and returns fit, evidence, reasoning, segment and confidence.

When something material changes

The old read stands

The account's fit judgement doesn't move when its headcount, funding or tech stack changes, it stays whatever was decided at sourcing.

The score goes stale

A prior fit score keeps sitting on the account even after the evidence behind it has changed, because nothing prompts a re-run.

Re-assessed on the signal

The fit judgement re-runs the moment the account's state changes materially, so it reflects what's true now, not at sourcing.

Scheduled reassessment across the book

Drift goes unnoticed

Definitions drift and exclusions get applied inconsistently, but nobody revisits accounts already marked as fit to check they still hold.

Re-scored, still unexplained

A bulk re-score refreshes the numbers across the book, but the reasoning behind any of them is no clearer than the first pass.

One standard, held consistently

Scheduled reassessment reapplies the same governed ICP, product, persona and suppression logic to every account, so exclusions and criteria hold across the book.

On demand, before a rep prioritises outreach

Reconstructed under pressure

A rep deciding whether to chase an account has to reread the ICP document and rebuild the case for fit themselves.

A number, no case

A bolted-on tool returns a fit score in seconds, but the rep still can't tell a manager which criteria the account passed or failed.

The case, already made

The fit judgement, its evidence, criteria passed and failed, and any exclusions are already sitting on the account when the rep opens it.

When accounts convert or don't

The definition never gets checked

Nobody goes back to see whether the accounts marked as good fits actually went on to engage, progress or close.

Same weighting, any outcome

The bolted-on score keeps applying the same criteria whether the accounts it favoured converted or stalled, because nothing feeds outcomes back in.

The standard gets sharper

Which accounts actually engaged, progressed or closed feeds back into the criteria Assessment scores against, refined by ICP Analysis from the real outcomes. RevOps configures whether that update reaches Assessment automatically or needs RevOps to sign off first.

It reads everything known about the account against the company's ICP, product, persona and suppression logic, and returns fit, evidence, reasoning, segment, confidence, exclusions and gaps, landing in the CRM, briefing or collaboration surface the rep works in, with the reasoning behind every read traceable.

It raises pipeline efficiency and keeps sellers focused on accounts worth chasing, cutting the time and spend that goes into researching and pursuing poorly matched ones.

BUILT USING THE WORKSPACE
What other system architects are building today.
Prospecting Engagement

+

SEE HOW IT WORKS
Persona Analysis

+

SEE HOW IT WORKS
Prospecting Analysis

+

SEE HOW IT WORKS
Signal Intelligence

+

SEE HOW IT WORKS
ICP Analysis

+

SEE HOW IT WORKS
ICP Assessment

+

SEE HOW IT WORKS
The Platform

One system that understands, decides, acts and learns.

Every GTM signal flows through an AI-native operating layer into a system that runs on the surfaces your team already uses.

Explore the GTM System →
GTM Data & Knowledge
CRM · Emails · Calls · Marketing · Product · Support · Documents · Research
AI-Native Operating Layer
Context · Memory · Skills · Agents · Decision Traces
AI-Native Prospecting System
Understand
ICP Fit
Account & Contact State
Buying Signals
Territory Coverage
Decide
Target Accounts
Propensity
Lead & Account Routing
Sequence Selection
Act
Outreach & Follow-up
Meeting Prep
CRM Updates
Alerts & Escalation
Learn
Upgrade ICP
Upgrade Targeting
Upgrade Messaging
Upgrade Sequences
Surfaces
CRM · Slack · Teams · ChatGPT · Claude · MCP · API
Output
Briefings · Artifacts · Alerts · Recommendations · Approvals · Actions

The GTM teams that learn fastest will win.

Build yours a system that learns. An advantage competitors cannot buy back: years of success and failure, codified.

Frequently Asked Questions

AI-native GTM Systems didn't exist two years ago - here are the questions everyone wants answered.

Talk to Us→
What stops ICP Assessment from being wrong if the ICP definition itself is stale?

ICP Assessment applies whatever ICP definition RevOps currently owns and has approved. A stale definition limits its accuracy no matter how sound the underlying reasoning is. A rep or manager can override any assessment with a traceable reason when the evidence looks wrong, and that override becomes part of what ICP Analysis studies when it recommends the next versioned update.

Is ICP Assessment the same as ICP Analysis?

ICP Assessment is not the same as ICP Analysis: Assessment scores one account against the company's existing ICP definition so a rep knows whether it's worth pursuing, while Analysis studies which accounts actually converted to recommend changes to that definition itself. Assessment applies the standard; Analysis improves it. RevOps configures whether an improved definition rolls into Assessment automatically or waits for RevOps to sign off, and owns that governance either way.

How current is an ICP Assessment fit judgement?

An ICP Assessment fit judgement reflects the account's condition at the moment it's read, not a score computed once when the account was first sourced. It re-runs when the account's state changes materially, a funding round, a new hire, a shift in tech stack, so the fit, evidence and confidence shown stay current rather than describing the account as it looked at sourcing.

Does the ICP definition ICP Assessment uses get sharper over time?

The ICP definition sharpens over time, though not because Assessment learns on its own. ICP Analysis compares the declared criteria against which accounts actually engaged, progressed and won, and recommends a versioned change when the evidence supports it. RevOps configures whether that change starts scoring new accounts automatically or waits for sign-off, and owns the governance either way.

What data goes into an ICP fit assessment?

ICP fit assessment draws on firmographic and technographic evidence, company and product context, exclusions, segment and territory context, and sourced evidence with its provenance attached. ICP Assessment applies the company's ICP, product, persona and suppression logic to that evidence and returns fit, evidence, reasoning, segment, confidence, exclusions and gaps, so every input is visible, not compressed into one number.

How do you make ICP fit assessment explainable?

ICP fit becomes explainable by attaching evidence, reasoning and confidence to every judgement instead of returning a bare score. ICP Assessment applies the company's own ICP, product, persona and suppression logic and shows which criteria passed, which failed, which exclusions applied and what's still missing, so a manager can see why the fit landed where it did and override it if the evidence doesn't hold.