Where Kepler earns its keep
Use generative models for writing. Use Kepler 1.2 when the system only needs a decision.
System OneTyped outputsLocal first
01
Support
Support ticket routing
Classify queue, urgency, and churn risk from a single ticket payload, before an LLM writes a reply.
02
Inbox
Email & inbox triage
Spam, phishing, refund intent, and department ownership without streaming tokens.
03
Agents
Agent tool-call gates
Ask structured safety questions before a coding agent runs shell, writes files, or hits the network.
04
Retrieval
RAG relevance filters
Keep or drop passages with calibrated confidence instead of hoping a chat model “feels” relevant.
05
Ops
Invoice & ops alerts
Score severity and route finance vs engineering when documents mix numbers and prose.
06
Security
On-prem / air-gapped stacks
When data cannot leave the building, local System One decisions still ship.