AI operations platform for financial services · Indonesia & Southeast Asia

Regulated operations,
run by agents
that

Cairn runs document-heavy, rule-bound work for financial institutions. Lens reads, Sift scores, Clear checks, and a person decides at the thresholds your institution sets. Insurance is the first product family, live with insurers and the licensed channels that sell for them. The same agents and the same governance carry to the regulated workflows that follow.

Live relay · agents handing work to each otheragenthumansystem
INTAKE
WhatsApp · portal · API
LENS
reads documents
CLM-08232
SIFT
scores submissions
SUB-08234
CLEAR
checks claims
HANDLER
your team decides
YOUR CORE
system of record
12:31:48 SUB-08233 Sift: within appetite · quote drafted
12:31:48 SUB-08234 Lens: 140 rows · 3 flagged
12:31:49 CLM-08232 paid · written to core
12:31:50 CLM-08235 received · 2 photos, 1 invoice
12:31:50 SUB-08233 quote issued by insurer core
SAMPLE DATA
INSURANCE ASIA AWARDS 2026Digital Insurance Initiative of the Year – Indonesia, PT Friendsure Teknologi Indonesia

Figures are illustrative until each has an owner, a method and a period.

0.0M
policies administered on the platform
0%
routine claims cleared without manual touch
0m 0s
median time from intake to decision
0 wks
from signed partner to first policy sold
Built to work with others

The name says it.
Friends work with
what you already have.

No rip-and-replace. Cairn sits beside your core, plugs into the channels that sell for you, and hands every decision that matters to your people.

With your core

Run as a wrapper on your legacy core, as a greenfield product line, or as the full core. Your system of record stays the system of record.

Two-way sync of policy, claim and customer objects
Bordereaux and finance exports in your formats
No data model migration to start

With your channels

Telcos, banks, platforms, brokers and agents sell through their own apps, websites and WhatsApp. One product configuration serves all of them.

Embedded quote-to-bind in partner journeys
Agent workspace with WhatsApp assistant
Carrier billing and gateway payments

With your team

Agents work together on a case and stop where you tell them to. Handlers and underwriters see the reasoning, not a verdict.

Thresholds and authorities set by you
Every model call and data touch logged
Reasons attached to every routed case
Connections · one insurer tenant · live9 connectors · all healthy
insurer-coreCore systempolicy, claim, customer syncboth ways14 ev/minlast 1s ago
whatsapp-businessWhatsApp Businessintake, quoting, claim updatesinbound + outbound23 ev/minlast 1s ago
e-kyce-KYC provideridentity verification, Dukcapil-linkedoutbound7 ev/minlast 6s ago
payout-apiPayment gatewaypremium collection, claim payoutoutbound9 ev/minlast 10s ago
telco-billingCarrier billingpremium on the phone billoutbound4 ev/minlast 2s ago
bank-channelBank channelbancassurance journeysinbound3 ev/minlast 3s ago
provider-networkHospital & repair networkscashless, tariff bands, estimatesboth ways7 ev/minlast 3s ago
reinsurerReinsurerbordereaux, treaty statementsoutbound1 ev/minlast 100s ago
warehouseData warehouseevents, decisions, audit exportsoutbound12 ev/minlast 23s ago
SAMPLE DATA

Connector categories shown; the named list for each tenant lives on the platform page.

How the automation is built

Specialist agents,
one case engine,
and governance that
sits beside all of it.

Not one large model doing everything. Each agent has one job, a schema, an evaluation set and a stop rule. The case engine hands work between them, and the governance layer decides what any of them may do.

01 · CHANNELS & INTAKE
WhatsApp BusinessPartner appsAgent workspacePortal & emailAPI
02 · CAIRN CASE ENGINE
One record per caseHand-offs between agentsQueues for peopleWebhooks on every event
03 · SPECIALIST AGENTSWORKING
Lens · readsSift · scoresClear · checksnext agent · one job, one schema
04 · PEOPLE
HandlersUnderwritersAnalysts & reviewersFour-eyes on declines
05 · YOUR SYSTEMS
Core system of recordCRMPayment gatewayData warehouse
GOVERNANCE · BESIDE EVERY LAYER
Authority matrix and thresholds as configuration, not prompts
Model registry: version, evaluation set and score per document type
Audit log of model calls, data touches and decisions
Human-review sampling and drift monitoring
Data residency, retention and training posture documented
The governance page

The diagram animates the path of one case through the layers.

One claim, end to end

Watch a hospital claim
move through four hands.

The page holds still while you move through the steps. The stage on the right shows what each agent does with the same claim, and where a person steps in.

01

Received on WhatsApp

The policyholder sends three photos to the insurer's number. The intake agent acknowledges, opens a case and asks for the missing discharge letter.

INTAKE
02

Lens reads the documents

Eleven fields extracted from a hospital bill in Indonesian, each with a confidence score and a citation to page and line. One field falls below threshold.

LENS · AGENT
03

Clear checks the claim

Coverage, waiting period, duplicate and fraud signals, all against this policy's wording. Routine claims are cleared; this one carries a reason to route.

CLEAR · AGENT
04

A handler decides

The case arrives with the reasoning, the cited fields and a suggested outcome. The handler approves, adjusts or declines. The decision is theirs.

YOUR TEAM
05

Paid and written back

The payout instruction goes to the gateway, the claim closes in your core, and the policyholder gets the message. The whole trail is exportable.

YOUR CORE
Claim walkthrough stage
The first product family: insurance

Six modules. One record.
Status shown honestly.

Insurance is where the agents run in production today. The case engine and the governance layer are line-agnostic; each new product family is a set of modules on the same record.

Cairn Launch
DISTRIBUTION

Product design, pricing configuration, embedded and storefront distribution for telcos, banks, platforms and brokers.

LIVE
Cairn Underwrite
UNDERWRITING

Submission intake, rules and referral thresholds, decision trace. Insurers decide; the platform prepares.

agents: Lens · Sift
PILOT
Cairn Policy
POLICY ADMINISTRATION

Issuance, endorsements, renewals, billing. Beside or on top of your core, which stays the system of record.

LIVE
Cairn Claims
CLAIMS

FNOL to settlement with document reading, triage and routing built in.

agents: Lens · Clear
LIVE
Cairn Agent
BROKER & AGENT WORKSPACE

Prepare quotes, submit applications and track claims from WhatsApp and one workspace.

agents: Lens
LIVE
Cairn Serve
SERVICING

Policyholder servicing and renewal conversations.

PLANNED
Explore the platform
The agents

Three agents, one
case, and your team at
the end of every path.

Each agent does one job well and hands the case on with its reasoning attached. None of them issues, binds or pays on its own.

Lens · document intelligenceKTP + SPPA · sample
11 / 11 fields · cited
confidence per field · page and line cited for every value
SAMPLE DATA

Lens

DOCUMENT INTELLIGENCE · IN PRODUCTION

Reads Indonesian insurance documents: KTP, NPWP, SPPA, hospital bills, BPJS letters, STNK and BPKB, police reports, repair estimates. Confidence per field, citation per value.

How the agents work, and where they stop
Sift · underwriting triagemotor · sample
0.62
appetite score
Outside rules · referred with note
SAMPLE DATA

Sift

UNDERWRITING TRIAGE · PROPOSED

Scores a submission against the insurer's appetite and rules, drafts the referral note, and refers anything outside them to an underwriter.

Clear · claims triagehealth · sample
2 cleared · 0 routed
coverage · duplicates · fraud signals · threshold set by your team
SAMPLE DATA

Clear

CLAIMS TRIAGE · PROPOSED

Coverage check, duplicate and fraud signals, routine claims cleared for approval and the rest routed to a handler with a reason.

Domain-native, not a chat window

Trained on the
paperwork your
operations actually see.

A general model reads a document. A domain-native agent knows what a SPPA is, what a BPJS coordination letter changes, and what a policy wording allows. A new document type is a schema and an evaluation set, not a new product.

One scanned claim · two ways to read it
CLAIM ASSESSMENT / POLICY SUMMARYSCAN · 1 / 3
NO. POLIS
8842-ID-0231
INSURED AMOUNT (IDR)
Rp 45.000.000
DIAGNOSA / DESKRIPSI
Demam berdarah dengue · A91

Click a boxed value to follow its citation.

SCHEMA v2.1 · CLAIM / RINCIAN RS · FIELDS MAPPED
policy_no99.4%
8842-ID-0231p.1 L4
insured_amount_idr99.2%
Rp 45.000.000p.1 L11
diagnosis_icd1094.1% · review
A91 · Demam berdarah denguep.2 L3
Within auto-approve limit (< IDR 50M)
Authority matrix: handler tier 2. Anything above the limit routes to a senior underwriter.
REPLAYABLE AUDIT TRAIL
11:42:03 · extracted via schema v2.1 (rincian_rs)11:42:04 · model call logged · lens-id-4.211:42:05 · threshold check passed · tier 2
Export audit trail (CSV / JSON)
Who it is for

Built for licensed institutions. Shared with the channels that sell for them.

Insurers

Launch products faster, automate intake and triage, keep every decision with your underwriters and handlers. Your core stays the system of record.

OPERATIONSCLAIMSUNDERWRITING
Banks & multifinance

Distribute insurance from licensed insurers in your journeys today. Next, the same agents on your own document-heavy operations: onboarding, KYC document review, credit files.

BANCASSURANCEOPERATIONS NEXT
Telcos & platforms

Embed financial products from licensed providers into your journeys with carrier billing, gateway payments and a servicing layer your customers already use.

EMBEDDED
Brokers & agents

Prepare quotes, submit applications and track claims from WhatsApp and one workspace. Commission statements and renewals in the same place.

WORKSPACEWHATSAPP
Investors & strategic partners

An asset-light technology provider for regulated financial operations, proven in insurance first, with partner-licensed distribution and a Southeast Asia footprint. Thesis, team and traction on the investors page.

COMPANY
Governance

Controlled. Audited.
Defensible.

Written for the compliance officer and the risk committee as much as the operations head. Every line here is a commitment engineering signs before it ships.

CONTROLLED

Your thresholds, enforced in code

Authorities, limits and review points are configuration, not prompts. Agents cannot act past them.

AUDITED

Every call, every touch, logged

Model calls, data touches, decisions and the person who made them, exportable to your audit and to your regulator's request.

DEFENSIBLE

Reasons an auditor can replay

Each routed case carries the cited fields and the rule that fired. Retention, training and hosting posture documented in the Trust Centre.

Read the governance page

Compliance-enabling for institutions under POJK 8/2024 (Articles 58–60), Law 27/2022 on personal data and the IT-risk rules that apply to each licence. The institution owns its regulatory approvals; Friendsure supplies the technology.

Next step

See the agents
on your own
documents.

Bring three of your real documents. In 30 minutes you will see Lens read them, Clear or Sift score them, and the audit trail that comes out the other side.

Documents used in a demo are deleted within 24 hours.