Policy-Servicing AI Copilot (Mid-Term Changes & Endorsements)
Read the policy as it actually stands — forms, endorsements and effective dates — then draft the answer, the change or the document for the service representative, who confirms anything touching cover.
Take the request as it arrives — call, portal message, broker email — and the policy number it names.
02
Read that policy as it stands today: forms, endorsements, effective dates, billing state, pending changes.
Reason
03
Answer from the wording in force for the period actually asked about, and carry the clause it came from.
04
Put a mid-term change through your rating engine at the effective date asked for, and show what it returns.
05
Check what else the change touches — eligibility, rating tier, lienholder, billing plan, notice owed.
Decide
06
Where the request only reads back what the record already says, the draft goes to a representative to send.
07
Anything that states or changes cover, ends it, certifies it, or comes from a vulnerable customer, waits.
Out
08
Draft the reply, the endorsement request, the certificate and the document pack — none of it issued alone.
09
Retain the policy version read, the clause quoted, the figures shown, and who confirmed and sent it.
→Product statement
The copilot works for a service representative, not for the policyholder. It retrieves the policy as it actually stands and drafts; a person confirms anything that states or changes cover, and that person's name is on what goes out.
Example workflow
One service request, end to end
AgentHuman
1Request receivedA call, a portal message, a broker email or a renewal query, with the policy it names and the channel it came on
2Policy read as it standsForms, endorsements, effective dates, billing state and any change already in flight, with the version stamped
3Answer or change draftedThe clause that governs the period asked about, quoted; or the change put through your rating engine at the date asked for
4Consequences checkedWhat the change moves — eligibility, rating tier, lienholder and mortgagee, billing plan — and what notice is owed
No human action required
Stages 1 to 4 run without a person in the loop — the policy is read, the clause found, the change rated by your engine and the consequences listed before a representative opens the case. Nothing has been said to the policyholder.
5DecisionSplits on whether the reply states or changes cover
Reads back the record
Goes to a representative to check and send.
Cover, or a vulnerable customer
Waits for a named person to confirm.
Service representative
Sees the draft beside the policy as read, the clause quoted and what the change would move. What reaches the policyholder is theirs.
Send · Correct · Escalate
Confirmed — handed back▼
6Sent and written backSent under the representative's name on your approved wording, then written to policy admin and the document archive
7Outcome evaluatedAnswer accuracy against the policy as endorsed, effective-date correctness, notice adherence and certificate accuracy, by product
Rep corrections
Every clause, figure or date a representative changes is counted, by product.
What should not run autonomously
Human approval stays in control
Outside the boundary — human approval required8 items
Confirming to a policyholder what is covered.
Issuing a certificate of insurance.
Binding an endorsement or mid-term change.
Cancelling, lapsing or reinstating a policy.
Automation boundaryAgent acts unaided
✓Read the policy as endorsed, and stamp the version it read.
✓Quote the clause governing the period actually asked about.
✓Put a change through your rating engine, and list what it moves.
✓Draft the reply, the endorsement request and the document pack.
Write actions run only inside the approval boundaries agreed during implementation. Drafting a change and having your engine rate it is one of them; binding it, issuing a certificate, ending a policy or confirming cover is not, on any tier.
Backdating a change to an earlier date.
Waiving a premium, a fee or a condition.
Saying whether a future claim would be paid.
Changing templates, thresholds or escalation rules.
Example output
One mid-term change, annotated
Everything the copilot drafts is attached to the policy version and the clause it came from.
Servicing output · single requestIllustrative example
Request
Policy as it stands
Effective
Drafted
Confidence
Cover confirmed
Add a vehicle
Endorsed twice
Today
Endorsement drafted
92%
Not yet — the rep's
As receivedThe request as it arrived, and the policy as it stands today with both endorsements applied and the version stamped.
Checks clearedPolicy in forceBoth endorsements readNo change in flight
Where the figure came fromYour rating engine returned it at the effective date requested. The model does not rate.
ActionSendCorrectEscalate
What the score decidesHow hard the representative should look before sending. It confirms nothing about cover.
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 service requestFrom phone, portal, broker and email
03Policy as endorsed
Read the policy as it actually stands
Forms, endorsements, effective dates and billing state as they are for the period asked about — read at the time of the request and stamped with the version.
01Approved path
Answer from the wording, not from memory
The clause that governs is found and quoted before a representative writes, so the answer comes from the policy in force rather than from the last one like it.
02Human review
Show what the change sets off
A change that moves eligibility, rating tier or a notice duty is named as such and put in front of a person — never applied quietly because the field accepted it.
04Build an evidence trail
Retain the policy version read, the clause quoted, the figures shown, the notice sent and who confirmed it — on both paths.
Integrations
Typical integrations
Five system groups connect to the same agent. Which of them are in scope is decided in discovery.
Policy admin & ratingGuidewire · Duck Creek · Sapiens Majesco · Endorsement and rating APIs
Billing & paymentsDirect and agency bill · Instalment plans Payment and refund APIs
The wrong answers sit on the policies that changed
Which requests take the drafted path stands in for who the policyholder is, and the failures cluster on policies endorsed more than once and forms nobody has read in years. Nestack reports performance by slice, not only in total.
Slice performance — reported separately, not only in aggregateIllustrative example
Slice
Failure rate
Lift
Lift vs. threshold
Status
Policies endorsed twice over
6.3%
3.5×
Review
Manuscript and legacy forms
4.9%
2.7×
Review
Certificate requests
3.4%
1.9×
Watch
Routine address changes
1.6%
0.9×
Normal
Bar: wrong-answer lift vs. routine address-change baseline · scale 0–4.0× · tick marks the 2.0× review threshold2 of 4 slices over threshold
Evidence-linked improvement
A correction found at renewal is a servicing defect
A wrong answer is usually found months later — at renewal, at a claim, or when a certificate holder reads it. That finding belongs to the reply that caused it.
Improvement cycle · five stagesSwitchback — the path turns at Improve and returns at Learn
01Detect
Answer accuracy, date correctness or notice adherence moves in one slice.
02Diagnose
Traced to the version read, the clause, the pricing or the wording.
03Improve
Retrieval, template or rule is changed, re-signed by the servicing lead and version-linked.
04Verify
Re-run against held-out requests, including every one corrected after sending.
05Learn
The corrected answer becomes a regression case with the clause attached.
Learn → DetectThe return edge. Every cycle re-reads what was actually sent — a reply that promised more than the policy gives is a defect even where nobody complained.
Typical build scope
Twelve workstreams across six weeks
The build scope read against the delivery timeline. Week structure follows the six-week plan — discovery, policy and forms sourcing, drafting and pricing, evaluation, review workflow, then production validation and handover.
WorkstreamWeek 1Week 2Week 3Week 4Week 5Week 6
01Workflow discovery and automation-boundary definition.
02Policy admin, rating and billing APIs.
03Forms and endorsement version history.
04Policy-as-endorsed retrieval and version pinning.
05Clause citation and answer drafting.
06Endorsement rating and dating rules.
07Eligibility and rating consequence checks.
08Cancellation and reinstatement notices.
09Certificate wording and issuance controls.
10Accuracy, date and notice evaluation.
11Documents, formats and e-signature.
12Deployment, documentation and Agent Care handover.
12 workstreams · 6 weeks · bar shows the weeks a workstream is active — several run in parallelFinal 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 tierPilotOne product, drafts onlyProductionLive servicing on one lineAdvancedMulti-product / broker channel
Introduced at Pilot
Policy-as-endorsed retrieval✓✓✓
Clause-cited coverage answers✓✓✓
Draft only — nothing sent✓✓✓
Baseline evaluation✓✓✓
Introduced at Production
Endorsement rating and dating—✓✓
Eligibility and rating checks—✓✓
Letters, documents, accessible formats—✓✓
Notice-timing controls—✓✓
Observability and audit trail—✓✓
Introduced at Advanced
Certificate issuance controls——✓
Broker channel and enterprise controls——✓
Build priceFrom $5,000From $8,000Custom quote
Final build priceConfirmed after discovery based on the products and forms in scope, the policy admin, rating, billing and document systems involved, certificate and notice requirements, servicing 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
01The products, forms and change types in scope→Workflow discovery and the automation boundaryWeek 1
02Access to policy admin, rating and billing→Policy-as-endorsed retrieval and version pinningWeek 2
03Your wordings, including the manuscript ones→Clause citation and the coverage-answer draftsWeek 2
04Notice periods and cancellation rules by state→Effective-date rules and notice-timing controlsWeek 4
05Your certificate rules and approved templates→Certificate wording and issuance controlsWeek 4
06Real requests, including the ones corrected later→Evaluation suite, regression cases and failure-mode testingWeek 5
07Named representatives, and who may confirm cover→Approval gates, review workflow and live servicingWeeks 5–6
Nothing else is requiredDeployment, documentation and Agent Care handover are ours.
Delivery timeline
Four phases across six weeks
Phases are drawn over the weeks they actually occupy. Nothing reaches a policyholder before week 5, and nothing is bound without a representative.
PhaseW1W2W3W4W5W6
DiscoveryW1
BuildW2 – W3
EvaluateW4 – W5
Pilot & LaunchW5 – W6
Week focusW1Products and change types in scope, and who may confirm coverW2Policy-as-endorsed retrieval, version pinning and clause citationW3Endorsement rating, effective dates and consequence checksW4Notice timing, certificate rules, evaluation suite and failure-mode testingW5Drafts written beside live requests and read against the representatives'W6Representatives send from the agent's drafts, then handover
Reading the bandBars span only the weeks their work is named in. Week 5 is drafted-and-compared — the representative answers too, and both replies are read against the policy.
At the end of W6Representatives are sending from the agent's drafts, and every statement about cover in that period was confirmed by a person.
DurationSix-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.
Next step · Insurance AI agent
Answer from the policy as it actually stands.
Show us a coverage question, a mid-term endorsement and a certificate request as they reach your service team today, with the wordings behind them. We'll draft all three against the policy as endorsed, and agree in writing what a representative must confirm before anything leaves.
