Business Summary

What the Monce Suite saves — one API, 10 classifiers, industrial glass intelligence.
10classifiers wired
0-1LLM calls/request
~90%cost reduction vs 10x LLM
<300msdeterministic P95

Per-Service ROI

ServiceClaimMetric
Email3h saved/day on email triage2min/email × 100 emails
Quote9h/day/commercial on quote prepFull composition + budget in 2s
Request187K€ CA protectedChurn detection on high-value clients
Furniture30% conversion upliftHot/Warm/Cold scoring at visit time
Self-Service8h/day call elimination100 calls/day × 5min avg
Sales Agent200 prospects scored/batchScore + message in 2s/prospect
NegotiationAudit trail per dealCompliance + guardrails
Procurement11.5h/week + 650€ anomaliesAuto invoice control
Benchmark25K€/year on 500K€ spend10-dimension supplier ranking

The Suite Multiplier

Without the suite, a user must know which classifier to call. With the suite: paste anything, get everything. One API call triggers all 10 classifiers. The right classifier surfaces — the user doesn't need to know the routing.

Cost model: a monolith with 10 LLM calls per request costs 10x. The suite costs 0-1x. At 1000 requests/day, that's 9000 saved LLM calls/day × $0.001/call = $9/day = $270/month saved just on inference. The real savings are in human time: one unified interface instead of 10 separate tools.