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Construction AI agent · Certified claims

Federal Certified Claim AI Agent

Leave the certification out and the claim dies on jurisdiction; get its wording wrong and it can be cured. The agent builds the file and runs the clocks, and a named person certifies.

4–6 weeksTypical delivery
Your stackDeployment
Per claimCertifier signs
Agent CareAfter launch

What this agent does

Builds the claim file; the signature stays a person's

In
01

A claim is built, and the agent opens the file against the contract as awarded and the clause it relies on.

02

A cost line lands, and the agent traces it to the record behind it and marks the ones no record supports.

Reason
03

A change is asserted, and the agent separates one directed in writing from one argued only from conduct.

04

A claim is priced, and the agent aggregates increased and decreased costs against the certification threshold.

05

A claim is ready, and the agent drafts the certificate in the words prescribed at FAR 33.207(c), unsigned.

Decide
06

A claim reaches the contracting officer, and the CDA interest clock runs from that receipt, not from an REA.

07

A decision clock starts, and the agent computes the decision date and the date a deemed denial would arise.

Out
08

A decision is received, and the agent counts the board and court windows from receipt and holds both open.

09

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

Product statement

The agent assembles and counts; a person authorised to bind the contractor certifies and submits — and this page is United States federal contracting plus one California statute, not the law of any other state.

Example workflow

One claim, record to certification

AgentHuman
1Entitlement event recordedDirective, correspondence, cost record or an REA already with the officer
2Basis assembledThe clause relied on, the events behind it and the records each cost line rests on
3Claim file builtEntitlement basis, cost trace, sum certain and confidence
4Controls appliedProvenance checks, threshold aggregation, sum-certain and decision-request checks and confidence threshold
No human action required

Stages 1 to 4 run unaided, and nothing is certified or submitted at any of them — the agent is assembling, and the certifier's lane opens at the confidence gate.

5DecisionBranches at the confidence threshold
High confidence

Goes to the authorised certifier.

Low confidence

Adds a claims counsel read first.

Certifier review

The file is held with its unevidenced lines, its open questions and the confidence.

Accept · Query line · Send to counsel
Accepted — signature follows
6Claim register and cost system updatedOnly where write access and approval policy allow it
7Outcome evaluatedLines queried, lines found unevidenced late, clocks missed and files produced complete
Queries

Every line queried in review is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required8 items
Executing the certificate, in any wording, for anyone.
Deciding that entitlement exists under the clause.
Submitting the claim to the contracting officer.
Calling a course of conduct a constructive change.
Automation boundaryAgent acts unaided
Assemble the entitlement basis with the clause it relies on quoted.
Trace each cost line to a source record, and mark the ones that do not.
Aggregate increased and decreased costs against the threshold.
Run the accrual, decision and appeal clocks, and hold the file for the certifier.
Any write happens inside the boundaries agreed at implementation, never ahead of a certification.
Stating the sum certain as the agent's own conclusion.
Appealing, or electing the forum an appeal is taken in.
Settling, withdrawing or releasing any part of a claim.
Changes to certification, threshold or approval rules.

Example output

One cost line, annotated

The schedule agent guards the contract clock; this one assembles the statutory claim.

Claim file output · single cost lineIllustrative example
Claim basis
Cost line
Traced to
Provenance
Confidence
Consequence
Suspension of work
Extended field supervision across the suspension period
Summary tab only
Timesheets not produced
88%
The certifier warrants the data
As receivedTaken from the cost ledger and the claim records as they stand — nothing on this side is written by the agent.
What was read Job cost ledger export Daily reports on file Subcontract payment log
Why this line is flaggedThe totals agree and the timesheets under them were archived at demobilisation — the certifier decides.
ActionAcceptQuery lineSend to counsel
What the score decidesBelow the configured threshold the file picks up a claims counsel read before the certifier 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 claim on fileFrom the cost record
03Assembly

Trace the line, not the total

Read each cost line back to the record it came from, and where no record exists, say so before the signature.

01Approved path

A missing certificate is fatal

Routine cost lines arrive already traced to the records behind them.

02Human review

Send review to the unevidenced lines

Untraced lines and near-limit clocks are marked, so the certifier starts where the exposure sits.

04Build an evidence trail

The claim, the record its cost rests on and the person who certified stay on the file.

Integrations

Typical integrations

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

Project cost systemsOracle Primavera Unifier
Procore · CMiC
Document and RFI controlAconex · Autodesk Docs
Submittal and RFI logs
Accounting and payrollSage Intacct · Viewpoint
Foundation · Deltek

Agent

Certified claim assembly

Reads the records
Builds the file
Holds for the certifier

Correspondence and docketContracting officer mail
Board docket references
Observability & evaluationOpenTelemetry · Langfuse
Supported monitoring/evaluation sources

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

Agent controls

Six layers between the model and the certificate

Six gates, outermost read first. Whatever clears them is drawn in the map beneath this.

L6 · Outermost — last line of defenceInward → L1 · closest to the model
L6Rollback / safe modePull the agent back to assembly only when evaluation or production signals degrade.Roll back
L5Version monitoringTrack model, prompt, certification-rule and FAR configuration changes.Track
L4TraceabilityRecord what was read, which lines were reported unevidenced, and who certified when.Record
L3Certifier gateHold each file for the authorised certifier; it gates release, not whether the claim is sound.Gate
L2Policy guardrailsTest each file against the rules barring entitlement findings and self-certification; a failure returns it.Restrict
L1Confidence thresholdsRoute low-confidence files to a claims counsel read first.Require review
Model coreFile assembled — entitlement basis, cost trace, sum certain and confidence
L1 – L2Test whether a file may stand
L3Puts the release in a certifier's hands
L4 – L5Keep the claim and the record behind it
L6Holds the claim at uncertified when signals degrade

How Nestack evaluates it

Evaluate the claim workflow — not only the finished submission.

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

Surface — the file the contracting officer reads
Depth of coverage ▼
E1Final-output evaluationDid each cost line in the file trace to a record on file?
E2Step-level evaluationDid the agent read the contract as awarded and the clause it cites?
E3Tool evaluationDid it read and write the correct claim and the correct cost line?
E4Confidence calibrationDo low-confidence files actually attract more certifier queries?
E5Slice evaluationHow does performance change across specific claim types?
E6Business outcomeHow many untraced lines surfaced only after the certificate was signed?
Floor — the representation the certifier makes

Failure modes

Where each failure originates in the agent

Seven failure modes, placed where each one first enters the file.

Agent lifecycleDirection of processing →
01 · Retrieval1 mode
GP-01

Source record archived

Timesheets behind a summary tab cannot be produced.

Stage gathersCost ledgers, daily reports, contracts and correspondence
02 · Reasoning2 modes
GP-02

Threshold netted, not summed

Increased and decreased costs are offset first.

GP-03

Conduct called a change

A course of conduct is written up as a finding.

Stage proposesEntitlement basis, cost trace and confidence
03 · Tool / write2 modes
GP-04

Certificate never signed

The pack is drafted and the file goes out bare.

GP-05

Signed without authority

A signer who cannot bind the contractor certifies.

Stage writesOnly where write access and approval policy allow it
04 · Output1 mode
GP-06

Deemed denial missed

A promised future decision date is logged as decided.

Stage returnsThe file the certifier signs and the officer reads
05 · Change / Version1 mode
GP-07

FAR revision not tracked

A rule moves under a claim that is already built.

Stage tracksModel, prompt, certification rules and FAR config
Sev-1 · the agent performs a held act Sev-2 · an untraced line reaches the file Sev-3 · a record degrades, file to review

Affected slices

One contract can hold most of the untraced cost

A portfolio-level cost-trace figure can read well while a few contracts and claim types carry most of the lines no record supports. Nestack reports the untraced-line rate by slice, not only in total.

Slice performance — reported separately, not only in aggregateIllustrative example
SliceFailure rateLift Lift vs. thresholdStatus
Constructive change claims7.8%3.6× Review
Delay and disruption5.4%2.5× Review
Subcontractor pass-through3.9%1.8× Watch
Directed change orders2.5%1.2× Normal
Bar: untraced-line-rate lift vs. a directed-change baseline · scale 0–4.0× · tick marks the 2.0× review threshold 2 of 4 slices over threshold

Evidence-linked improvement

Every cycle ends with one more test

A cycle closes when the defective certificate is a regression case. That suite is what the next claim assembled is measured against.

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

Untraced-line rate rises on one contract.

02Diagnose

The claim that was right on the merits and never reached them is read back to a single step.

03Improve

The change goes out with a number, and the claims behind it travel with it.

04Verify

Nothing submits while one touched claim case is still red.

05Learn

It is kept for good, and the certification rules are amended in the same commit.

Learn → DetectThe return edge. Detection next time meets 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, claim workflow, evaluation, integration, then production validation and handover.

Workstream Week 1Week 2Week 3Week 4Week 5Week 6
01Certified claim discovery and boundary definition.
02Cost and contract source assessment.
03Clause, threshold and certification rule mapping.
04Cost-ledger ingestion and line matching.
05Entitlement basis and cost-trace logic.
06Confidence scoring and file routing.
07Authorised certifier review workflow.
08Cost and contract-system integration.
09Certification and decision cases.
10Guardrails and submission controls.
11Claim-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 contract, one claim type ProductionProduction cost systems AdvancedMultiple contracts / agencies
Introduced at Pilot
Claim assembly to your contract
Certifier review gate
Cost-trace baseline
Introduced at Production
Reporting by contract
Review workflow in your systems
Approved write-back
Cost-and-contract integration
Introduced at Advanced
Multi-agency rule sets
Multi-stage internal approvals
High claim volume
Multi-forum appeal controls
Build price From $5,000 From $8,000 Custom quote
Final build priceConfirmed after discovery based on integrations, workflow complexity, claim 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 contract as awarded and its disputes clause Clause mapping and claim-file structureWeek 1
02Representative cost records and daily reports Cost-trace baseline and per-line provenance reportingWeek 2
03Your certification and delegation-of-authority rules Certification-rule mapping and automation-boundary definitionWeek 1
04Access to relevant APIs, feeds or exports Cost, contract and document assessment, then integration setupWeek 2
05Claims you would not want dismissed Threshold cases and failure-mode testingWeek 4
06What no certification may leave unsaid Confidence scoring, file routing, guardrails and approval controlsWeek 3
07Named certifiers authorised to bind the contractor Certifier review workflow, 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

The measure here is worked time and not layout space, so the doubling at week five is real work.

Phase W1W2W3W4W5W6
Discovery W1
Build W2 – W3
Evaluate W4 – W5
Pilot & Launch W5 – W6
Week focus W1Claim workflow discovery, clause mapping and the automation boundary W2Cost integration and the cost-trace baseline W3Claim assembly, confidence logic and review controls W4Evaluation suite, guardrails and failure-mode testing W5Document integration, pilot claims and targeted corrections W6One claim cycle run under the authorised certifier, then Agent Care handover
Reading the bandEach bar covers the weeks its own work is named in, and no more. The week 5 overlap is worked time.
At the end of W6Validation closes on live claims, and Agent Care picks up monitoring.
DurationSix-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Construction AI agent

Build a certified-claim agent around the person who signs it.

On 28 April 2026 the Civilian Board dismissed AOC Connect, CBCA 8696: no certification at all, and the contracting officer engaging with it could not rescue that. Seven days later Haskell, ASBCA 64380, held deviant wording curable. Absence is fatal, deviation is curable.

Nestack Agents · Federal certified claimsAGT-CN-15 · Agent Care available after launch