AI agents for insurance ops

Insurance that runs
in the background.

Konishi's AI agents read your tenders, extract the fields you need, and populate your templates. Every answer is traced back to the source. Your team reviews and approves. That's it.

Book a demo See how it works
Documents
Upload and analyze insurance documents
Ask AI
AllCoverage & BenefitsCompliance
FilenameStatusConflicts
Tender_Health_2026.pdfCompleted13 conflicts
RFQ_Motor_Fleet.pdfCompleted8 conflicts
Group_Medical_Bid.pdfAnalyzingscanning…
Showing 3 of 24 documents
Coverage exclusion conflicts
Tender_Health_2026.pdf · p.42
×
Result13 exclusions · 48%
Citations (2)
Page 42
“…physical loss or damage caused by flood shall be excluded under clause 4.2 of this policy…”
source · p.42
The problem

Why this matters

Insurance operations still run on manual reading, re-keying, and review. It doesn't scale, and it's where good business gets lost.

01

The work doesn't scale

Every new submission means more manual hours. Growth means more headcount, or a smarter process.

02

Manual entry breeds errors

Every re-keyed field is a chance for a mistake, and those mistakes flow straight into your pricing and decisions.

03

Slow processing loses business

Reading a 100-page tender by hand is slow. Slow quotes lose deals to whoever quotes first.

04

Your best people do the wrong work

Skilled staff spend their days on data entry and document review instead of pricing risk and winning business.

The workflow

How it works

1
Upload

Drop in a document

Your document or your template. No integration to build, no new system to learn.

2
Agents work

The agents do the work

Konishi reads, extracts, structures, and flags. Jobs run in the background and in parallel, so your team keeps working.

3
Review

Review against the source

Every extracted item cites where it came from. Missing data is flagged, never quietly dropped. The evidence is right there.

4
Output

Get your output

A populated template, a set of answers, or a clean structured table, in the format your team already uses.

Capabilities

Our product

Three ways Konishi turns messy insurance documents into work your team can trust.

01

Tender & RFQ analysis

Drop in a 100-page tender. Konishi pulls out the ~50 items you need, flags what's missing, and surfaces inconsistencies. It checks coverage against your standard exclusions, so conflicts appear before they cost you.

Coverage conflicts13 exclusions
Page 42

“…flood damage shall be excluded under clause 4.2…”

02

Ask your documents

Chat with your documents like a colleague who's read every page. Compare policies side by side, dig into detail, navigate submissions. Every answer is backed by the source text.

Compare deductibles across all 3.
Policy B is lowest · $10k · p.7
03

Template population

Populates the exact Excel templates your team already uses from messy source data. Reshapes long-to-wide, preserves relationships across sheets, splits bundled cells. Missing data is color-coded, never guessed.

ABCD1NameDOBAgePlan2Arshad1976-11-0849A3Spouse1981-03-1244A4Child2010-11-0815?
populatecalculatedflagged
Differentiation

Why Konishi

Most AI tools assume clean data and tidy APIs. We built for how insurance actually runs.

Reality

Built for how insurance actually runs

Insurance runs on 100-page PDFs, bespoke Excel templates, and inconsistent source files. We built for that reality, not an idealized version of it.

Local

Close to your operations

We build to your requirements, and support comes from people who understand how your market actually works. We stay close, and we build products that fit the way your market really operates.

Data

Your data stays where you need it

Konishi deploys in-country to meet local data residency requirements. Your documents never have to leave your jurisdiction.

Domain

Grounded in the domain

Built with input from working insurance professionals, so the workflows match how the job is actually done, not how an engineer imagines it.

Get started

See Konishi run against your own documents.

We'll set it up with your own templates and documents. No slideware, no long onboarding.

Book a demo See how it works

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