Use cases · Fintechs
Conversion and recovery across the whole cycle
Origination, onboarding, transactions and collections on one engine, in production within weeks.
What blocks it
The objections that come up before the technical test
Objection
“Building on a single provider creates a dependency that's hard to reverse.”
What changes
Model selection happens by cost and latency, with dynamic fallback when the primary fails. Switching providers is configuration.
Objection
“A prompt change fixes one case and breaks another that already worked.”
What changes
Every publish creates a numbered version, with gradual rollout, field-by-field comparison, immediate rollback and mandatory regression QA.
Objection
“Inference spend only shows up at month-end close.”
What changes
Tokens and minutes tracked per client and per day, with cycle limits and alerts near the cap.
Recommended agents
Where this operation starts
Rollout
From defined case to production
Day 0
Case defined
Flow scope, channels, required integrations and the pilot's success criteria.
Week 1
Configuration
Prompt across the six blocks, knowledge base indexed, guardrails by level, tools connected.
Week 2
Sandbox
Real conversations in the test widget, pronunciation-dictionary tuning, regression QA.
Week 3
Production
Gradual rollout to a share of traffic, metrics monitoring, promotion.
Stages are proposed from what the platform does. The week-by-week split depends on confirmation from the implementation team.
Proof
What is already measured
Aggregated platform results, measured in production. Not attributed to any specific account.