Foresightby AiNOS
Open console →

Sales-compliance intelligence

Misconduct doesn’t announce itself.

It looks like ordinary rows — a surrender here, a re-issue there, a premium paid from someone else’s card. Foresight reads every agent’s book continuously and explains each flag down to the article of law.

sales.contract_events — readinglive

the problem

Audits sample. Patterns don’t.

A periodic audit reads a few percent of files, months after issue. But replacement churn, premium subsidization, and claims collusion don’t live in any single file — they live across contracts, customers, and payment instruments. Row by row, everything looks fine.

the flag

A flag is an argument, not a score.

Every flag carries the rows it stands on, the statutes it breaks, and the company rule that makes it actionable. Review starts at the evidence — not at a number someone has to defend later.

flag preview · improper replacement
Improper replacementhigh · AGT-1027

Surrender-to-rebuy chains on own long-tenured customers, largely without comparison notice.

CT-231107-2114종신 WLsurrendered2026-03-11
CT-260312-0027종신 WLissued2026-03-12
same customer · no comparison notice
CT-240519-7743건강 CIsurrendered2026-05-02
CT-260503-0119건강 CIissued2026-05-03
same customer · no comparison notice
legal basis
보험업법 제97조 제1항 제5호모집 관련 금지행위 — 부당한 계약 전환
보험업법 시행령 제43조의2부당한 소멸의 판단기준
보험업감독규정 제4-31조승환계약 비교안내 의무
Hanbit Sales Conduct Code SCC-07internal replacement rule

the watchlist

The patterns that end up in sanction notices.

Foresight watches the misconduct families that regulators actually write up — from replacement churn to collusive claims — and the quiet process debt that precedes them. Each one has a data signature. This is the shape the system looks for.

pattern signature설계사·고객 결탁 사기
AGTone clinicreferral cluster · claims escalate together

Claims collusion

critical

설계사·고객 결탁 사기

Referral-linked customers funnel into one clinic, and their claims escalate together — a ring, not a run of bad luck.

  • same-clinic claim chains
  • referral cluster growth
  • claim frequency outliers
pattern signature부당 승환
protected windowpolicy · 종신 WLsurrender −₩8.4M CVreissued · next dayD0D+1no comparison noticesurrender → reissue on own long-tenured customer

Improper replacement

high

부당 승환

A policy is surrendered and rebuilt the next day on the agent's own long-tenured customer — quietly costing them their cash value.

  • surrender → reissue pairs
  • missing comparison notice
  • protected-window re-entry
pattern signature특별이익 제공
**** 7729agent-linked card1st premium ×3one instrument quietly funds three premiums

Premium subsidization

high

특별이익 제공

One payment instrument — an agent-linked card, a third party — quietly funding several customers' premiums.

  • shared payment fingerprints
  • third-party cards
  • first-premium gifts
pattern signature가공계약
김*김*김*김*family-name clusterunanswered ×2no consultation trail · happycalls unreachable

Fictitious contracts

elevated

가공계약

Paper policyholders clustered under one family name, with no consultation trail and happycalls that never connect.

  • family-name clusters
  • no consultation trail
  • unreachable happycalls
pattern signature모집질서·설명의무
production ↑completion ↓the slipproduction climbs · disclosure completion slips

Process hygiene

watch

모집질서·설명의무

The disclosures and happycalls that slip exactly when production spikes — the debt that precedes the harder patterns.

  • happycall backlog
  • late policy delivery
  • missing disclosures
pattern signature고아계약 방치
contact cadence / monthbook absorbedcomplaints ↑absorbed book, serviced by no one

Orphan service gap

watch

고아계약 방치

Absorbed books whose contact cadence collapses to zero — nobody services them, and the complaints follow.

  • contact cadence collapse
  • complaints on absorbed segment

the console

One console, three ways in.

Triage the flags, read any agent’s accumulated story, or ask the research copilot directly — all against the same book and the same compiled law.

Open flags →
console/ flagssimulated data
Flagsnightly run · 02:14 KST4 open · severity ↓
Referral cluster at single clinic07-27open
사기방지법 §5의2 · evidence · 12 rows · 3 contracts
Surrender-to-rebuy chain · AGT-102707-27in review
보험업법 §97①5 · evidence · 6 rows · 2 contracts
Shared payment instrument07-26open
보험업법 §98 · evidence · 9 rows · 4 contracts
Unreachable policyholders ×407-26open
감독규정 §4-11의5 · evidence · 8 rows

the method

Compliance, modeled — not just monitored.

Foresight compiles the statutes and your firm’s own compliance rules, tracks your live compliance data, resolves both into a single ontology, and analyzes the entire book continuously — so every flag traces back to the rule it breaks and the evidence that proves it.

01

Compile the rules

Insurance statutes and your firm's own compliance rules, compiled to citable source — verified against the original text, never paraphrased.

02

Track the data

Live compliance data — contracts, claims, payments, happycalls — continuously ingested and linked to the people and obligations each record touches.

03

Model the ontology

Rules and data resolve into one ontology: the entities, the duties the law places on them, and the relationships that expose when a duty is breached.

04

Analyze continuously

The whole book is read continuously. Patterns surface as flags — each grounded in the exact rule it breaks and the exact rows that prove it.

Compiled sources보험 모집Solicitation금융소비자 보호Consumer protection보험사기Fraud prevention검사·제재Examination & sanctions귀사 준법규정Your compliance rules

Immutable releases

A flag cites the exact rule version in force. Releases never mutate, so every citation reproduces years later.

Evidence-linked

Every flag resolves to real rows — contracts, claims, payment fingerprints — never to a score alone.

No paraphrase

Citations carry the compiled original text, verified against the official source during compilation.

Provenance end-to-end

From the source payload to the flag on screen, every artifact keeps its chain of custody.

the trajectory

From catching patterns to preventing them.

Detection is the entry point, not the destination. The same ontology that explains a flag can grade its consequences — and eventually stop the contract before it books.

today

Detect

Continuous pattern flags over the whole book, each grounded in statute and resolvable evidence.

in build

Explain

The ontology grades severity and maps expected sanction bands from the 검사·제재 규정 — a flag arrives with its consequences.

next

Prevent

Screening at the point of sale, an org-wide risk map, and regulator-ready evidence packets — compliance that acts before the loss.

Every agent. Every contract. Every night.

Foresight reads the whole book while your team sleeps — and in the morning, every flag explains itself, down to the rule it breaks and the rows that prove it.