Inside CAANEO’s AI-run customer operations.
How CAANEO put an autonomous AI workforce on every inbound customer conversation — a Karmaflow customer story.
Live · Policyholders answered
Underwrite, bind, and pay claims — without the wait.
Karmaflow gives carriers, brokers, MGAs and claims teams an autonomous workforce that answers policyholders 24/7, triages FNOL, drafts coverage analyses and follows up — without adding adjusters.
Built for regulated insurance · Tenant-isolated · Audit-ready
Works alongside the policy admin, claims, AMS and CRM systems your operation already runs
GuidewireDuck CreekMajescoApplied EpicSalesforce FSC
AI for insurance carriers · Broker automation · FNOL triage · MGA submissions
Built for every role in the policy lifecycle. One workforce across the value chain.
Pick a desk and watch real work get done — your underwriters, producers, MGA staff and adjusters never lose another hour to triage, follow-up or coverage research.
9:41
Karmaflow · Underwriting desk
Live · 00:38
Team
Need a coverage analysis on the Acme manufacturing renewal — loss runs are attached.Karmaflow working…
Karmaflow · Underwriting desk
Pulled the prior 3 policy periods and 2 comparable risks from our book. Drafting the analysis with two referral flags for the senior underwriter to clear.Draft ready · senior queuedjust now
Policy + loss-run memory
Every prior policy period, loss run, endorsement and coverage decision is one query away — agents reason across the full account history, not just the latest submission.
Coverage-aware drafting
First drafts of coverage analyses, declination letters and renewal recommendations in your house voice, with policy language and prior decisions already pulled and cited.
Underwriter handoff
Anything that touches authority limits is held for senior underwriter review with a one-tap approve / refer flow before it leaves the carrier.
How it works · Live in weeks
From signed MSA to live workforce in weeks.
01 / 03
Map your book and policy library
We ingest your forms library, prior endorsements, claims playbooks and house communications so the agent learns your appetite, voice and regulatory posture.
02 / 03
Set risk tiers and reviewers
You tag which work classes — bind authority, coverage analysis, reserve change, regulatory filing, policyholder email — need human approval and at what level: adjuster, senior, manager or underwriter.
03 / 03
Go live with one desk first
Start with one line of business or one claims team and expand once executives trust the output. Most insurance operations go live in six to eight weeks.
The Karmaflow difference
Drafts in your carrier’s voice. Reviewer-gated at every step.
Partner with Karmaflow to launch an autonomous workforce that learns your forms library, your house standards and your reviewer chain — trusted to do real underwriting, claims and policyholder work, not just answer questions.
Drafts in your carrier’s voice.
Trained on your forms library, prior coverage decisions and policyholder communications so output reads like your team wrote it — underwriters review instead of rewrite.
Reviewer-gated by risk tier.
Anything that touches binding authority, reserve changes, coverage exclusions or regulatory filings is held for senior or manager review before it leaves your team.
Regulator-ready audit trail.
Tenant-isolated, with field-level access scopes and a Unified Action Ledger that captures every agent decision — ready for the next market-conduct exam.
Live policyholder thread · Karmaflow
“Is my new car covered before I get the endorsement back?”
“Yes — 14-day automatic coverage applies on the new acquisition. I’ve already queued the endorsement for your underwriter and sent you the binder.”
Sent · Policy #PA-2026-118 · Producer cc’d
Policy memoryReviewer gateAudit trail
Commercial impact · Underwriting leverage · Combined ratio · Policyholder NPS
Where an AI workforce shows up on the combined ratio.
Better policyholder service is the headline. The reason a Chief Underwriting Officer or Chief Claims Officer signs off is the three lines an autonomous workforce moves on the carrier’s combined ratio.
Leverage
More throughput per underwriter and adjuster.
Agents handle the triage, drafting and follow-up that today consumes senior underwriters and adjusters — so the people with binding authority and reserve authority spend their hours where their judgment is decisive.
HowDrafts in the carrier’s voice; humans review instead of write.
Response
Reply in minutes, not days.
Agents answer policyholders, brokers and claimants 24/7 with full policy context, escalating only what needs a human. Insureds stop waiting; experienced staff stop being interrupted for things an entry-level rep could have handled.
HowPolicy memory + risk-tier guardrails.
Combined ratio
Catch the leakage that today gets paid.
Coverage questions, vendor authority, settlement offers and reserve recommendations all routed through the same audited reasoning trace — so subrogation, salvage and recovery don’t slip past tired staff.
HowUnified Action Ledger → reviewer-gated decisions.
#CLAIMS-CAT-FNOL · JUST NOW
#claims-cat-fnol
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PROACTIVE · ALWAYS-ON · CAT-READY
Cat-event playbooks live before the storm makes landfall.
A claims supervisor flags a tracking cat event in the channel. Before the next shift arrives, the agent has loaded the prior cat playbook, applied the new endorsement language, mobilized drying vendors and IA firms in the footprint, set reserve defaults, and queued the VP Claims for sign-off. The supervisor stays in command. The agent does the lookup, the dispatch and the audit trail.
No more “wait for the cat memo on Monday.” No more leakage from settlements paid in a scramble. Just the carrier’s playbook, ready before the surge — with the VP staying the signatory.
Book a private demoPolicyholder coverage · 24/7 · Multilingual
Coverage that never sleeps and never forgets.
A modern insurance operation spans time zones, languages and a stack of systems that don’t talk to each other. Your AI workforce reads from all of it and shows up for the policyholder the moment they reach out.
Always on for policyholders
A FNOL at 2 AM, a coverage question over Sunday brunch — answered live with full policy context, with the adjuster paged only when the file actually needs them.
Multilingual for diverse books
Agents converse fluently across your policyholders’ business languages and switch mid-thread without a handoff — critical for personal lines in diverse metros and surplus lines across borders.
Carrier-system ready
Reads from and writes to the systems your operation already runs — policy admin, claims, billing, broker portals and AMS — so nothing lives in a separate silo.
24/7 policyholder coverage
ETCTMTPTAKTHSTGMTCET
Multilingual for diverse books
EnglishEspañolFrançais中文Tiếng ViệtPortuguês한국어and more
Carrier-system ready
GuidewireDuck CreekMajescoApplied EpicSalesforce FSCVertaforeImageRight
The roster · Specialised agents
Five specialists. One carrier-wide workforce.
Each agent is purpose-built for a single role across the policy lifecycle. Hire one, hire all five — they ramp in days, not months, and never miss a policyholder.
01 / 05
Avery
Policyholder Inbox Lead
Triages and responds to policyholder and claimant inbound across voice, SMS, email and chat — escalating only what truly needs an adjuster or underwriter.
02 / 05
Reed
Policy Memory
Retrieves prior policy periods, endorsements, loss runs and coverage decisions — so the agent reasons from the full account history, not just today’s notice.
03 / 05
Quinn
Coverage Drafter
First drafts of coverage analyses, declination letters, renewal recommendations and policyholder responses in your carrier’s voice — with policy language cited.
04 / 05
Tate
Adjuster Liaison
Routes work to the right adjuster, senior or manager with the risk-tier flag, the reasoning trace and a one-tap approve / refer flow.
05 / 05
Logan
Compliance + State Filings
Tracks state regulatory changes, preps SERFF filings, runs sanctions screens, and keeps a clean record of every check in the Action Ledger.
Build your own
Need a role we missed? Spin up a custom agent trained on your forms, playbooks and book of business in about a week.
Proactive fraud detection · Graph analytics · Community detection · SIU referral
Spot the next fraud ring before the cheque clears.
Karmaflow already represents every policy, individual, address, injury and prior claim as a connected graph — the Account Graph. Specialized risk agents run data-science algorithms over that graph to score every new FNOL against the patterns that came before, so soft fraud surfaces in seconds and hard fraud rings surface before another payment goes out.
- 01
The Account Graph is already there.
The Living Intelligence Layer maintains a live graph of every
:POLICY:INDIVIDUAL:CLAIM:INCIDENT:ADDRESS:CLAIM_PAYMENTand the relationships between them. Fraud agents read straight from it — no separate warehouse, no overnight job. - 02
Graph algorithms, not keyword rules.
Community detection, shortest-path traversal, address-velocity windows and injury-pattern anomaly scoring run continuously. The agent finds the rings the legacy rules engine misses because the suspicious pattern is in the topology, not the form fields.
- 03
Reviewer-gated payouts.
A flagged claim doesn’t get auto-denied — it gets held. The SIU or senior adjuster sees the reasoning trace, the connecting path and the prior fraudulent claim, and decides. The agent prepares; the human signs.
Graph traversal2 hops · shared individual · shared address
Community detection
Karmaflow runs Louvain and label-propagation over the Account Graph to surface tightly-connected clusters — repair shops, providers, individuals — that move money between each other in ways legitimate claimants don’t.
Anomaly scoring
Every incoming FNOL gets a risk score from the agent: shortest-path distance to known fraud, address velocity, provider mix, injury-pattern outliers. The score lands on the adjuster’s desk before the first reserve.
SIU-ready reasoning trace
When the agent flags a claim, the Special Investigations Unit gets the full path: the shared individual, the prior fraudulent claim, the policy address overlap — captured in the Unified Action Ledger and exportable for referral.
AI for insurance · Compare the approaches
How an AI workforce compares to the alternatives.
Every carrier already has a way of handling policyholder communications, coverage analysis and claims triage. Here is how an AI workforce stacks up against the usual options.
| Capability | Karmaflow | Core policy admin (Guidewire / Duck Creek / Majesco) | Claims management platforms | BPO / offshore desks |
|---|---|---|---|---|
| Policy-aware draftingDrafts coverage analyses, declination letters and renewal recommendations in the carrier’s voice with policy language and prior decisions cited. | Fully covered | Not covered | Not covered | Partial or limited coverage |
| FNOL triage 24/7First notice of loss captured in any channel, coverage confirmed against the policy in seconds, claim opened in the claims system. | Fully covered | Not covered | Partial or limited coverage | Partial or limited coverage |
| Risk-tier reviewer routingHolds reserve changes, coverage exclusions and contested losses for adjuster, senior or manager review with reasoning trace. | Fully covered | Not covered | Partial or limited coverage | Not covered |
| State filings + regulatory monitoringTracks state regulatory changes, preps SERFF filings, runs OFAC and watchlist screens, and logs every check in the Action Ledger. | Fully covered | Partial or limited coverage | Not covered | Not covered |
| Multi-channel policyholder follow-upVoice, SMS, email and broker portal handled with shared policy context — not one bot per channel. | Fully covered | Not covered | Not covered | Partial or limited coverage |
| Adjuster-ready assemblyAssembles the claim file with coverage confirmation, vendor dispatch and reserve recommendation — not just suggested next steps. | Fully covered | Not covered | Partial or limited coverage | Not covered |
Comparison of common approaches to policyholder communications, coverage analysis and claims triage in insurance organizations, as of 2026-05. Core policy admin systems, claims management platforms and BPO desks are valuable insurance platforms alongside Karmaflow — Karmaflow reads from and writes to them, rather than replacing them.
FAQ
Questions we get on every carrier demo.
Every carrier gets its own tenant — fully isolated from every other customer. Access is enforced at the field level and at the policy level, so sensitive policyholder data only ever appears in the contexts it belongs to. Karmaflow ships with enterprise security controls, encryption in transit and at rest, role-based access, and full audit logging in the Unified Action Ledger — ready for the next market-conduct exam.
Yes — because every decision above a risk tier you set is held for human review. Senior, manager and underwriter approval is part of the workflow, not bypassed. The agent prepares, cites policy language and explains its reasoning; the human stays the signatory on binding authority and reserve changes.
Yes. Karmaflow reads from and writes to the systems your operation already runs — Guidewire, Duck Creek, Majesco, Applied Epic, Salesforce Financial Services Cloud, Vertafore and ImageRight among them. You keep your stack; Karmaflow orchestrates across it.
Yes. A first notice of loss arrives in any channel — voice call, SMS, email or broker portal — and is handled with shared policy context. Coverage is confirmed against the policy in seconds, the claim is opened in your claims system, and the appropriate vendor or adjuster is dispatched.
Karmaflow tracks state regulatory changes across the jurisdictions you operate in, preps SERFF filings, runs OFAC and watchlist screens at intake and renewal, and logs every check in the Action Ledger. Anything that touches a filed position or a contested area is held for senior review with the reasoning trace attached.
Most insurance operations go live with one line of business or one claims team in six to eight weeks. Start with one desk, prove the workflow with senior staff, then expand once trust is established.
Yes. During onboarding the agent is trained on your forms library, prior coverage decisions, and policyholder communications. Output reads like your team wrote it — because it learned how your team writes.
Karmaflow maintains the Account Graph — a live graph of every policy, individual, address, incident, claim and claim payment in your book. Specialized risk agents run data-science algorithms over that graph (Louvain community detection, shortest-path traversal, address-velocity windows, injury-pattern anomaly scoring) to score every new FNOL against the patterns of prior fraud. Flagged claims are held — not auto-denied — and routed to your SIU or senior adjuster with the full reasoning trace: the connecting path, the prior fraudulent claim, the shared address. Every flag is reviewer-gated and audit-trailed.
BPO desks scale headcount; Karmaflow scales reasoning. A BPO desk reads from a runbook with a 6–24 hour lag; Karmaflow reads from your live policy admin and claims systems and acts in seconds, with every decision auditable, repeatable and routed for review where authority requires it.
Platform glossary · Defined terms
The vocabulary of the platform.
Proprietary concepts you’ll encounter across Karmaflow — defined plainly, so claims, underwriting, operations and compliance teams work from the same definitions.
- Living Intelligence Layer
- Karmaflow’s reasoning engine and native graph data store. Every agent reads from and writes to the same connected representation of policyholders, policies, claims, coverages and outcomes — so context compounds across interactions instead of resetting per file.
- Account Graph
- The connected representation of a policyholder inside the Living Intelligence Layer — policy history, prior claims, named insureds, billing status, broker of record and the relationships between them. Agents reason over the graph before acting.
- Cross-Encounter Memory
- Pattern recognition that operates across multiple claims, channels, and time windows. Where a typical assistant forgets after a thread, Karmaflow agents connect today’s FNOL to last year’s claim, the open endorsement and an outstanding subrogation.
- Unified Action Ledger
- A reviewable audit trail for every agent decision and action — built for market-conduct exams. Each entry records what the agent did, the reasoning chain, the policy language consulted, the permission scope it used, and the outcome — so claims, underwriting, compliance and regulators read from the same record.
- Human Interface
- Karmaflow’s mechanism for operating software that does not expose a good API. Agents drive the UI the way your team would — clicking, typing, navigating menus — letting them work older policy admin, claims and AMS systems.
- Risk-Tier Guardrails
- Identity-locked, scoped permissions applied to every agent action. Low-risk actions auto-execute under monitoring. Medium-risk actions soft-approve with notification. High-risk actions — bind authority, reserve changes, coverage exclusions, state filings — hard-stop until an underwriter, senior or manager confirms.
- Reasoning Trace
- The citation chain behind any agent output — the policy language reviewed, the graph nodes consulted, the prior decisions matched, and the decision path. Surfaced in-line for review and stored in the Unified Action Ledger.
- Autonomous AI Workforce
- Karmaflow’s framing for a configurable team of AI agents that run policyholder intake, coverage drafting, FNOL triage, reviewer routing, and follow-up as one continuous reasoning system — not a collection of single-purpose bots.
Customer stories · Case studies
Carriers and brokers running on Karmaflow.
Insight-led: why 81% of AI adopters see no bottom-line impact.
McKinsey report on 10,000+ executive interviews — what the AI winners do differently, with an Allianz deep-dive on embedding AI across claims, underwriting and the workforce.
The next generation of insurance operations runs on agents.
Our point of view on how carriers, brokers and claims teams will rewire around an autonomous AI workforce. Coming soon on the Karmaflow blog.
Insight-led · McKinsey × Allianz · May 2026
81% of AI adopters see no bottom-line impact. The winners do this differently.
A McKinsey report built on 10,000+ executive interviews. Includes a deep-dive with Allianz on embedding AI across claims, underwriting and the workforce — and the operating-model moves that separate value-creators from the 81% who stall.
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Bring an autonomous workforce to your carrier.
A 30-minute private walkthrough. We’ll take a real policyholder inbound, a live FNOL or a renewal from your book and run it end-to-end while you watch — no deck, no slides.