KHEP Build
AI in production, applied to real processes.
We turn prioritized cases into copilots, agents, intelligent knowledge bases, automations and integrations.
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Build does not deliver only a working agent.
It delivers a controlled path to put AI in production, with context, architecture, testing, adoption and continuous improvement.
- 01
- 02
Context Base
- 03
Architecture and Stack
- 04
Functional Implementation
- 05
Testing and Quality
- 06
Adoption and Evolution
Levels
Pilot proves. Agent operationalizes. System integrates.
Pilot
Build Pilot
First functional implementation to prove value, architecture and adoption.
Agent
Build Agent
Specialized agent or copilot for an area, process or function.
System
Build System
A more complete flow with agents, automations, integrations and metrics.
Entry
Build starts better when the case has ownership, context and metrics.
Defined case
Problem, user and process must be clear.
Context source
Documents, knowledge bases, rules or playbooks available.
Success criteria
Minimum metric to assess usage, cost, adoption or outcome.
Done
An AI solution is ready only when it can be used with control.
Tested
With questions, expected answers, limits and fallbacks.
Adopted
With users, training and a usage routine.
Measured
With logs, costs and outcome indicators.
AI in production
Usage
- Active users
- Questions per period
- Assisted tasks
Quality
- Useful answer
- Fallback
- Identified hallucination
Cost
- Cost per interaction
- Monthly cost
- Cost per process
Adoption
- Trained users
- Recurrence
- Feedback
Outcome
- Time saved
- Less rework
- SLA improvement
Technical reference
Mistral as a reference for open, governable and enterprise-grade architectures.
KHEP does not communicate a formal partnership yet. The technical reference informs architecture decisions when it fits the case.

KHEP Build Demo Lab
Caramelo Group, a fictional company used to validate corporate agents.
Fictional company. Technical validation environment.
Caramelo Support Copilot
In definition
Caramelo Onboarding Copilot
In development
Caramelo Sales Copilot
Planned
Already have a case to implement?
Build helps move AI from backlog to operation with control.
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