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Insurance AI agent · Renewal comparison

Renewal-Comparison & Policy-Checking AI Copilot

Compare the expiring policy with the renewal, or the issued policy with what was quoted, and report every difference with the wording behind it — a broker decides what it means.

4–6 weeksTypical delivery
Your stackDeployment
Broker or UWCoverage advice
Agent CareAfter launch

What this agent does

Reports the differences, advises on none

In
01

Take both documents as they stand — the expiring policy or the quote, and the renewal or the policy the carrier issued.

02

Confirm the expiring side is the version that was in force, mid-term endorsements included, and stamp what was read.

Reason
03

Match every form, edition, endorsement and schedule on each side, and mark the wordings that fit no standard form.

04

Set clause against clause — limits, sub-limits, aggregates, deductibles, exclusions, conditions, definitions and schedules.

05

State what each difference would do if a claim were made, and quote both wordings so a reviewer can read them.

Decide
06

Where nothing has moved, the comparison still goes to a broker — an empty report is evidence of a check, not a result.

07

Anything unparsed, non-standard or restructured goes to a broker with the gap named rather than quietly closed.

Out
08

Hand over a difference report — each change, the clause on both sides, and the consequence written in claims terms.

09

Retain both documents as read, the editions matched, the differences found and the advice the broker gave the client.

Product statement

The agent reports what changed and points at the wording. A qualified broker or underwriter decides what it means and advises the client — and a report with nothing on it is a statement about two documents, never a clean bill of health.

Example workflow

One renewal, end to end

AgentHuman
1Renewal receivedThe expiring policy or the quote on one side, the renewal or the issued policy on the other
2Versions confirmedEach side resolved to a policy, period and insured, with the expiring version checked against the endorsements issued mid-term
3Forms and editions matchedEvery form number, edition date, endorsement and schedule paired across the two documents, and non-standard wordings marked as such
4Clauses comparedLimits, sub-limits, aggregates, deductibles, exclusions, conditions and definitions set against each other, both wordings kept
No human action required

Stages 1 to 4 run without a person in the loop — matching, comparison and consequence-writing are finished before a broker opens the report. Nothing has been advised.

5DecisionSplits on whether both documents parsed and every difference carries its consequence
Both parsed, every difference annotated

Reaches the broker as a complete comparison.

Unreadable, non-standard or unmatched

Reaches the broker with the gap named.

Broker, account handler or underwriter

Reads the wording on both sides, decides which differences matter to this client, and advises them in their own words.

Accept · Correct · Query carrier
Checked — handed back
6Report handed to the brokerEach difference with the clause on both sides and what it changes at claim, and nothing marked as acceptable
7Outcome evaluatedDifference recall, false differences, consequence completeness, edition currency and review time, by document type and line
Reviewer corrections

Every difference a reviewer adds or strikes out is counted, in both directions.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required8 items
Telling a client the cover is adequate.
Deciding which differences matter to this client.
Marking a difference acceptable, or closing it.
Signing the policy check or the renewal file.
Automation boundaryAgent acts unaided
Match forms, editions and endorsements on both sides.
Set clause against clause and quote both wordings.
State what each difference would change if a claim were made, in claims terms.
Name what it could not read, and every wording that fits no standard form.
Write actions run only inside the approval boundaries agreed during implementation. Advising a client on cover, and signing the check, are not among them, on any tier, in any configuration.
Recommending one quoted alternative over another.
Reporting no differences without a broker reading it.
Feeding comparison output into pricing or retention.
Changing form libraries, edition data or comparison rules.

Example output

One renewal comparison, annotated

Every difference the agent reports is attached to the clause it came from, on both sides.

Comparison output · single renewalIllustrative example
Comparison
Cover
Documents read
Differences found
Confidence
Advice given
Expiring vs renewal
Commercial combined
Both, versioned
Four, all quoted
92%
None — broker's
As receivedThe expiring policy as it stood at expiry, and the renewal wording as the carrier issued it.
Wording cited Form edition, both sides Endorsement schedule Sub-limit table, quoted
Why four, not oneOne endorsement changed edition, and a sub-limit inside it moved. Both are reported.
ActionAcceptCorrectQuery carrier
What the score decidesHow much of the wording a reviewer reads at source. Never that a change is acceptable.

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 renewalFrom the renewal list, or a policy as issued
03Forms & editions

Read the clause, not the schedule

Form and edition dates on both sides, every endorsement and schedule attached to them, and the clause text itself — not the schedule page, and not last year's summary of it.

01Approved path

Read every page, every time

Both documents are read end to end at renewal volume, so the check does not thin out in the weeks when the most policies land at once.

02Human review

Say what a difference costs

Each change is reported with what it would do if a claim were made, so a broker weighs it rather than initialling a list of clause numbers.

04Build an evidence trail

Retain both documents as read, the editions matched, the differences reported, the ones a reviewer added or struck out, and who signed the check — on both paths.

Integrations

Typical integrations

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

Broking & policy adminApplied Epic · Acturis · Guidewire
Duck Creek · Sapiens
Forms & edition dataISO forms · LMA and market wordings
Carrier form libraries · edition dates
Document managementSharePoint · iManage
Policy PDFs and scans · attachments

Agent

Renewal comparison & policy checking

Matches editions
Compares clauses
Reports differences

Quote, slip & client fileQuote and binder capture · market slips
Client file and CRM · e-signature
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 wording and the advice

Each control wraps the one inside it. A difference clears every layer before it reaches a broker, and the advice to the client sits outside all six.

L6 · Outermost — last line of defenceInward → L1 · closest to the model
L6Rollback / safe modeReturn checking to staff if recall or false differences degrade.Roll back
L5Check recordBoth documents as read, the differences, the sign-off and its date.Record
L4Broker gateA qualified broker or underwriter reads the wording and advises.Gate
L3No-advice ruleNo adequacy view, no ranking, nothing marked acceptable to a client.Withhold
L2Wording citationNo difference is reported without the clause text from both sides.Cite
L1Edition matchingBoth sides pinned to the version and edition actually in force.Pin
Model coreDifference report — each change, the clause on both sides, what it would do at claim, and comparison confidence
L1 – L2Decide whether a difference may stand
L3Keeps an adequacy view out of the agent
L4Puts the advice with a qualified broker
L5 – L6Keep the trail and pull automation back

How Nestack evaluates it

Evaluate the differences found — and the ones a reviewer added.

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

Surface — the difference report a broker opens
Depth of coverage ▼
E1Final-output evaluationDid it find every difference the two documents actually contain?
E2Step-level evaluationWere forms and endorsements matched by edition, from a current library?
E3Tool evaluationDid it read the version of the expiring policy that was in force?
E4Report-quality evaluationDoes every difference carry its consequence, and how much is noise?
E5Slice evaluationHow does recall change across document types and lines of business?
E6Business outcomeWhat did reviewers add or strike out, and how long does a policy take?
Floor — a check the broker can still stand behind when it is questioned

Failure modes

Where each failure originates in the agent

Seven failure modes plotted against the five stages of the agent lifecycle.

Agent lifecycleDirection of processing →
01 · Document intake1 mode
RN-01

Wrong expiring version

Compared against a version a mid-term endorsement replaced.

Stage pairsThe expiring version and the renewal as issued
02 · Form matching2 modes
RN-02

Edition change missed

Same form number, later edition, an exclusion no one read.

RN-03

Manuscript wording misread

A bespoke endorsement mapped to the nearest standard form.

Stage matchesForms, editions, endorsements and schedules
03 · Clause comparison2 modes
RN-04

Sub-limit change unreported

The limit holds; the sub-limit inside it does not.

RN-05

Schedule difference lost

The two documents structure the schedule differently.

Stage comparesLimits, deductibles, exclusions and conditions
04 · Report / handover1 mode
RN-06

Difference without consequence

Reported as a clause number, so it is initialled through.

Stage hands overThe difference report the broker works from
05 · Drift / Version1 mode
RN-07

False differences in volume

Noise grows with the library, and reviewers start skimming.

Stage tracksForm libraries, editions and how reports are used
Sev-1 · a real change reaches the client unseen Sev-2 · the report overstates the check Sev-3 · the report is noisy, review absorbs it

Affected slices

The weakest checks land on the smallest accounts

Scanned wordings, bespoke endorsements and restructured schedules cluster in small commercial and non-standard business, so the clients least able to absorb an uncovered loss get the least reliable check. Nestack reports performance by slice, not only in total.

Slice performance — reported separately, not only in aggregateIllustrative example
SliceFailure rateLift Lift vs. thresholdStatus
Scanned and faxed policies6.9%3.5× Review
Manuscript and non-standard wordings5.0%2.5× Review
Schedules restructured by the carrier3.7%1.9× Watch
Repeat renewals, same form set1.6%0.8× Normal
Bar: missed-difference lift vs. repeat-renewal baseline · scale 0–4.0× · tick marks the 2.0× review threshold 2 of 4 slices over threshold

Evidence-linked improvement

Coverage gaps surface at claim, years after the check

The question is always the same: did the check miss the difference, or did it name one to a reviewer who had stopped reading?

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

Difference recall or the false-difference rate moves in one document cohort.

02Diagnose

Traced to the version pinned, the edition matched, the comparison or the wording of the report.

03Improve

The form library, matching rule or report format is changed, re-approved by the broking lead and version-linked.

04Verify

Re-run against held-out renewals, including every difference a reviewer had to add.

05Learn

The missed difference becomes a regression case, with the clause from both sides kept.

Learn → DetectThe return edge. Every cycle asks where the report went — a comparison used to pick which accounts are kept or priced is an underwriting input, proxy variables and all.

Typical build scope

Twelve workstreams across six weeks

The build scope read against the delivery timeline. Week structure follows the six-week plan — discovery, document and form sourcing, comparison and consequence work, evaluation, review workflow, then production validation and handover.

Workstream Week 1Week 2Week 3Week 4Week 5Week 6
01Workflow discovery and automation-boundary definition.
02Document sources and version records.
03Broking, policy-admin and document APIs.
04Form library, edition data and currency checks.
05Non-standard and manuscript wordings.
06Clause comparison and schedule alignment.
07Consequence annotation in claims language.
08The no-advice constraint and output use limits.
09Broker review workflow and report-format sign-off.
10Recall, false-difference and cohort evaluation.
11Quote, slip and e-signature handover.
12Observability, deployment 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 line, one form set ProductionProduction broking integration AdvancedMulti-line / multi-market
Introduced at Pilot
Expiring-to-renewal comparison
Form and edition matching
Clause-level difference report
Consequence annotation
Baseline evaluation
Introduced at Production
Quote-to-policy checking
Non-standard and manuscript wordings
False-difference control and noise budget
Sign-off record and audit trail
Introduced at Advanced
Renewal-season throughput
Multi-market and enterprise controls
Build price From $5,000 From $8,000 Custom quote
Final build priceConfirmed after discovery based on the lines and markets in scope, the form libraries and edition data available, broking-platform and document-store integrations, renewal volume, review workflow 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
01The lines, markets and renewal types in scope Workflow discovery and automation-boundary definitionWeek 1
02Where the expiring policy and its endorsements sit Document sources and the expiring-version recordWeek 1
03Access to the broking platform and document store Broking, policy-admin and document-store integrationWeek 2
04Your form library and the editions you hold Form and edition matching, and non-standard wording handlingWeek 2
05Your written rule on what a check must report Consequence annotation and the no-advice constraintWeek 3
06Real renewals, including differences you once missed Evaluation suite, regression cases and failure-mode testingWeek 4
07Named brokers and an account-handling lead Review workflow, report format and the sign-off recordWeeks 5–6
Nothing else is required Deployment, documentation and Agent Care handover are ours.

Delivery timeline

Four phases across six weeks

Phases are drawn over the weeks they actually occupy. The overlap in week 5 is where live renewals are checked twice, by the agent and by your own people.

Phase W1W2W3W4W5W6
Discovery W1
Build W2 – W3
Evaluate W4 – W5
Pilot & Launch W5 – W6
Week focus W1Lines and renewal types in scope, and who signs a check W2Broking, document-store and form-library integration W3Version pinning, edition matching and clause comparison W4Consequence annotation, evaluation suite and document-cohort slices W5Live renewals checked twice, and the two difference lists compared W6Production validation, sign-off record and Agent Care handover
Reading the bandWeek 5 runs the agent beside your own checkers on live renewals, not a retrospective sample. Each bar covers its own weeks only.
At the end of W6Brokers are working from difference reports, and every check carries the name of the person who signed it and the wording they were shown.
DurationSix-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Insurance AI agent

Check the wording before you tell a client nothing changed.

Show us an expiring policy, the renewal beside it and the check your people do today. We'll run one comparison end to end, show you every difference and every false one it raised, and write down what the report may never say.

Nestack Agents · Renewal comparison & policy checkingAGT-INS-11 · Agent Care available after launch