Classify any dataset against any niche.

Rules, heuristics and AI in one pipeline — with provider failover, resumable jobs and a review queue. Define the niche from the interface; never touch the engine.

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01Import

02Normalize

03Map

04Validate

05Filter

06Dedup

07Rules

08Heuristics

09AI

10Confidence

11Review

12Export

Niche as configuration

Objective, rules, filters, keywords, thresholds and output schema — all editable from the UI.

Cost-aware pipeline

Deterministic rules and heuristics resolve the obvious records; only the rest reaches the AI.

Provider-agnostic failover

Priority order, key rotation, backoff with jitter, cooldown and health tracking.

Never a fabricated NO

Technical failures stay ERROR, RATE_LIMIT or INVALID_RESPONSE — they never become a verdict.

From raw file to exported decisions

01
Import & map
02
Configure the niche
03
Run & monitor
04
Review & export