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Industries / Corporate Strategy / BizDev / Startup scouting agent

Strategy AI agent · Startup scouting

Startup Scouting AI Agent

Winnow the inbound lists, the conference floors and the banker introductions down to one deduplicated shortlist, log each founder claim beside its source and date, and leave acceptance to a named scout.

4–6 weeksTypical delivery
Your stackDeployment
Claims datedNamed scout
Agent CareAfter launch

What this agent does

Sources the company, never the acceptance

In
01

A company is sourced, and the thesis it was sourced against goes on the record beside it.

02

A claim is made in a pitch, and it is logged as a claim with its speaker and its day.

Reason
03

A company arrives twice, once off an accelerator list and once from a banker, and the two merge.

04

A legal name differs from the trading name, and both spellings hang off a single company record.

05

A search returns nothing, and the absence is written down as an absence rather than as weakness.

Decide
06

A company overlaps a live conversation elsewhere in the firm, and the clash goes to a human.

07

A shortlist ages, and each entry carries the day it was checked and what has gone unchecked since.

Out
08

A company raises or is acquired, and its entry is marked stale until a scout has looked again.

09

Execute write actions only inside the approval boundaries agreed during implementation.

Product statement

Sourcing, merging and dating belong to the agent. It holds no view on valuation and recommends no investment; a named scout, never the agent, accepts a company onto the shortlist.

Example workflow

One company, channels to shortlist

AgentHuman
1Company surfacesAccelerator cohorts, conference lists, banker introductions or an unsolicited founder email
2Sourcing context assembledThe company, the legal and trading names it answers to, the thesis it was sourced against, and the day it first appeared
3Claim evidence draftedThe company, the claims made about it, the material under them and completeness
4Controls appliedDuplicate checks, name-resolution checks, freshness checks and completeness confidence
No human action required

Stages 1 to 4 run unaided, and nothing is accepted at any of them — the agent is qualifying, and a scout comes in at the completeness gate.

5DecisionSplits at the completeness gate
Evidence sufficient

Travels to the named scout, who accepts.

Anything thin

Adds a ventures analyst read first.

Ventures review

The record is held with its claims, its gaps and the channel each one arrived through.

Accept · Append evidence · Send to ventures review
Accepted — by the named scout
6Company and pipeline records updatedOnly where write access and records policy allow it
7Outcome evaluatedClaim provenance, duplicate resolution, analyst corrections and what review found
Corrections

Each analyst correction is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required8 items
Accepting a company onto the shortlist.
Deciding what a company is worth.
Calling an unverified claim confirmed.
Ranking one thesis above another.
Automation boundaryAgent acts unaided
Merge duplicate arrivals into one company record under both names.
Log every founder claim with the material behind it.
Note the thesis each sourced company answers, in the record itself.
Raise an overlap with a live conversation to its owner.
No company joins a shortlist except by a named scout, inside the agreed boundaries.
Judging whether a company is investable.
Telling a founder the process has ended.
Setting the thesis the team scouts to.
Changes to the shortlist or the thesis register.

Example output

One founder claim, annotated

Our partnership development agent takes over the moment a commercial relationship comes into view, with ownership, screening and commission rationale; this page stops at sourcing and qualification.

Sourcing record · single companyIllustrative example
Claim
Recorded as
Company
Evidence of record
Confidence
Held for
Traction stated in the pitch deck
Said by the founder, unverified and unmeasured
Growth claim
Pitch deck, 3 August 2026
Held unaccepted
The ventures scout, by name
As receivedLifted from the deck and the founder call, and it carries only as much weight as they do.
What the record holds Pitch deck Founder call note Accelerator listing
Why no claim is confirmed hereWhether this claim holds up is a matter for measurement, not for a model.
ActionAcceptAppend evidenceSend to ventures review
What the score decidesBelow the configured threshold a record picks up a ventures read before the scout sees it.

Value

Where AI adds value

The same four claims, placed at the point in the workflow where each one applies.

Where the value landsValue 01 – 04
Every companyFrom the channel that carried it
03Evidence

Where the evidence is used

This is a corporate ventures and strategy tool, not an investment process: the agent holds no view on valuation, makes no investment recommendation and puts no company in rank order.

01Approved path

A pitch is not diligence

What a founder says arrives as a claim, and the agent keeps it as one — with whoever said it and the day it was said.

02Human review

What was checked, and not found

Coverage thins sharply at the earliest stages. For a good many sourced companies no register entry, no funding note and no press mention could be retrieved, and each blank is written down as thin coverage rather than as a mark against the company.

04Build an evidence trail

The company, the claim it made and the scout who logged it stay on the record.

Integrations

Typical integrations

Five system groups connect to the same agent. Which of them are in scope is decided in discovery.

Deal-flow channelsAccelerators · conferences · inbound
Cohort lists and introductions
Company and register dataCompany registers · trading names
Legal names and incorporation entries
Thesis and pipelineVentures CRM · thesis register
Sourcing rationale and stage

Agent

Startup scouting evidence

Reads the channels
Merges the record
Holds for the scout

Founder and adviser materialDecks · call notes · investor updates
Founder claims and their dates
Observability & evaluationOpenTelemetry · Langfuse
Supported monitoring/evaluation sources

Integration availability depends on the client's existing systems and API access.

Agent controls

Six forges between the model and the scout

Six forges worked in turn, the last the hottest. Whatever holds its shape is named in the map below.

L6 · Outermost — last line of defenceInward → L1 · closest to the model
L6Rollback / safe modeNarrow the agent to evidence assembly when evaluation or production signals degrade.Roll back
L5Version monitoringTrack model, prompt and sourcing rules; a shortlist assembled under a superseded thesis is rebuilt before anyone reads it.Track
L4TraceabilityRecord each claim, the channel it came through, the day it was captured and every read of the record.Record
L3Scout releaseHold the record for the named scout who accepts; that hold decides release, never whether a claim is true.Gate
L2Sourcing guardrailsTest the record against the thesis it was gathered under, and against the duplicate keys every channel shares.Restrict
L1Confidence thresholdsRoute a thin record to a ventures read first; missing coverage is never converted into a low score.Require review
Model coreEvidence assembled — the company, its claims, the channels and completeness
L1 – L2Test whether a record may stand
L3Gives the acceptance to a scout by name
L4 – L5Keep the company and the claim behind it
L6Holds the shortlist unissued when signals degrade

How Nestack evaluates it

Evaluate the whole assembly — not only the shortlist record that comes out.

Coverage runs the whole depth of the workflow, and every layer is cut by slice.

Surface — the shortlist a scout reads
Depth of coverage ▼
E1Final-output evaluationDid the record log what the material actually says?
E2Step-level evaluationDid the agent read the right company, the right channel and the live name set?
E3Tool evaluationDid it read and write the correct company record and the correct claim?
E4Confidence calibrationDo low-confidence records actually attract more analyst corrections?
E5Slice evaluationHow does performance change across specific sourcing channels?
E6Business outcomeHow many records needed a correction before the scout accepted?
Floor — the shortlist the ventures team answers for

Failure modes

Where each failure originates in the agent

Seven failure modes, each lodged at the point in the run where it starts.

Agent lifecycleDirection of processing →
01 · Retrieval1 mode
MN-03

Stale company read

The company entry is not the one the market now knows.

Stage gathersThe companies, the channels, the claims and the dates
02 · Reasoning2 modes
MN-04

Claim asserted, not sourced

A claim is carried forward with nothing under it.

MN-06

Blank read as bad

Thin coverage is turned into a low score.

Stage proposesThe claims, their sources and completeness
03 · Tool / write2 modes
MN-02

Thin record passed forward

A record moves on without the ventures read.

MN-05

One company counted twice

Two channels leave two entries for one business.

Stage writesOnly where write access and approval policy allow it
04 · Output1 mode
MN-01

Accepted, provenance unrecorded

The entry shows a shortlist place but not what it rests on.

Stage returnsThe shortlist a scout accepts and a board reads
05 · Change / Version1 mode
MN-07

Silent freshness drift

A company moves on while its entry keeps the old note.

Stage tracksModel, prompt, sourcing rules and record fields
Sev-1 · a company accepted on no source Sev-2 · one company counted as two Sev-3 · channel degrades, record held back

Affected slices

Unsolicited email absorbs the corrections

A thesis-level verification figure can read clean while unsolicited founder email carries most of the rework. Nestack reports the correction rate by sourcing channel, not only in total.

Slice performance — reported separately, not only in aggregateIllustrative example
SliceFailure rateLift Lift vs. thresholdStatus
Unsolicited founder email6.5%3.6× Review
Conference and event lists4.6%2.6× Review
Accelerator cohort lists2.8%1.6× Watch
Banker and adviser introductions1.5%0.8× Normal
Bar: correction-rate lift vs. banker introduction baseline · scale 0–4.0× · tick marks the 2.0× review threshold 2 of 4 slices over threshold

Evidence-linked improvement

What an unmeasured claim costs

A cycle ends when the unverified founder claim is a standing case. That suite is what the next shortlist issued is measured against.

Improvement cycle · five stagesSwitchback — the path turns at Improve and returns at Learn
01Detect

Correction rate rises on unsolicited founder email.

02Diagnose

The traction number in the deck that the company had never actually measured is read back until one cause remains.

03Improve

Changes leave numbered, and the companies that forced them travel attached.

04Verify

One company case still failing is enough to stop the whole release.

05Learn

The case is kept, and the scouting rules are rewritten alongside it.

Learn → DetectThe return edge. The next company is measured against a suite one case longer.

Typical build scope

Twelve workstreams across six weeks

The build scope read against the delivery timeline. Week structure follows the six-week plan — discovery, sources, shortlist assembly, evaluation, integration, then production validation and handover.

Workstream Week 1Week 2Week 3Week 4Week 5Week 6
01Thesis-capture and acceptance-boundary discovery.
02Channel, register and founder sources.
03Claim-to-source and duplicate-resolution mapping.
04Sourced-company ingestion.
05Company, claim and thesis binding.
06Completeness scoring and review routing.
07Scout acceptance workflow.
08CRM and channel integration.
09Verification and duplication cases.
10Guardrails and shortlist controls.
11Company-trail instrumentation.
12Deployment, documentation and Agent Care handover.
12 workstreams · 6 weeks · bar shows the weeks a workstream is active — several run in parallel Final scope and sequence confirmed in discovery

Engagement tiers

What each tier includes

Rows are the capabilities named in each tier's scope. Higher tiers include everything below them.

Capability✓ in scope · — not at this tier PilotOne thesis, one year ProductionProduction scouting workflow AdvancedMultiple theses / regions
Introduced at Pilot
Record assembly to your thesis
Named scout release
Sourced-company baseline
Introduced at Production
Reporting by thesis
Scout sign-off workflow in your systems
Approved write-back
Deal-flow-source integration
Introduced at Advanced
Multi-region sourcing
Cross-thesis evidence packs
Large company estates
Multi-channel deduplication controls
Build price From $5,000 From $8,000 Custom quote
Final build priceConfirmed after discovery based on integrations, workflow complexity, company volume, approval controls and deployment requirements.
Separate from buildBuild pricing is separate from recurring Agent Care, which covers managed monitoring, evaluations, incidents and verified improvements after launch.

What we need from you

What you bring, and what we build with it

Each input maps to a piece of build scope and a week in the delivery timeline.

You bringWe build with it
01Your live theses and the scouts who own them Thesis mapping and channel captureWeek 1
02Representative decks, cohort lists and call notes Claim binding, duplicate logic and the sourcing baselineWeek 2
03Your standing scouting procedure and the scouts it names Thesis mapping, claim binding and the automation boundaryWeek 1
04Access to relevant APIs, feeds or exports Channel, register and founder source assessment, then integration setupWeek 2
05Shortlists you would not want revisited Verification cases and the evaluation roundWeek 4
06What no scouting note may guarantee Completeness scoring, review routing, guardrails and release controlsWeek 3
07A named scout who accepts onto the shortlist Handover to the named scout, then pilot and production validationWeeks 5–6
Nothing else is required Deployment, documentation and Agent Care handover are ours.

Delivery timeline

Four phases across six weeks

None of this is rounded for neatness; the fifth band shows two phases because that is how they run.

Phase W1W2W3W4W5W6
Discovery W1
Build W2 – W3
Evaluate W4 – W5
Pilot & Launch W5 – W6
Week focus W1Scouting workflow discovery, thesis mapping and the automation boundary W2Source integration and the sourced-company baseline W3Record assembly, duplicate logic and release controls W4Evaluation suite, verification cases and failure-mode testing W5Channel integration, pilot shortlists and targeted corrections W6One scouting year run under the ventures lead, then Agent Care handover
Reading the bandEvery bar is the width its own work earns, and week five doubles up because two phases sit inside it.
At the end of W6When the company record validates, Agent Care picks the agent up.
DurationSix-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Strategy AI agent

Build a startup scouting agent around the traction number nobody ever measured.

Show us one company and the claim you took it forward on. Not a valuation, not a recommendation — a dated note of where the company came from, which thesis it answers, what the founder said, and what could not be found at all.

Nestack Agents · Startup scoutingAGT-CS-12 · Agent Care available after launch