AI copilots for internal workflows
RAG + tool-calling copilots for repeatable internal tasks and decision support.
Learn more about how fonor builds enterprise AI systems that hold up in production.
We build bespoke AI software services with the Prompt Manager for Enterprise Workflows. Our focus is deterministic orchestration: clear workflow state, measurable evaluations, guardrails, and observability across the full lifecycle.
Capabilities
Core implementation areas we deliver across operations-heavy enterprise workflows.
Document + email automation
OCR, extraction, validation, and deterministic routing to downstream systems.
Multimodal field ops
Photos and video converted into structured records and actionable work items.
LLM evaluation & guardrails
Task-level tests, policy checks, and mitigation for failure modes.
Cost & latency engineering
Caching, routing, and model mix selection aligned to workload patterns.
Integration engineering
CRMs/ERPs, APIs, and data pipelines connected into maintainable workflows.
How we work
A practical flow designed for predictable delivery and controlled rollout.
1. Discover
Map workflow and define measurable success criteria.
- Workflow mapping
- Success metrics
- Risk register
2. Build
Prototype quickly, then run a focused pilot.
- Pilot scope
- Implementation pass
- Operator feedback loop
3. Harden
Raise reliability through controls and monitoring.
- Regression evals
- Guardrail policies
- Observability and alerts
4. Operate
Run, iterate, document, and transfer ownership.
- Runbooks and docs
- Iteration cadence
- Handoff plan
Why fonor
Determinism over demos
We prioritize predictable behavior under production conditions.
Prompt Manager as a reusable asset
Prompt logic is versioned, testable, and reusable across workflows.
Tooling + orchestration
We build end-to-end systems with workflow control, not chatbot-only interfaces.
Clear ownership & maintainability
Documentation, tests, logs, and handoff are part of delivery.
Proof
Selected outcomes from enterprise workflow programs.
- Reduced manual triage through deterministic routing in support queues.
- Converted inbox-heavy processing into structured work pipelines.
- Improved data quality with validation before write-back.
- Lowered operator context switching with integrated tool actions.
- Improved release confidence with continuous evaluations.
Security & privacy: We can work within your security constraints (VPC, SSO, audit logs). Ask us.
About Company
- Company Name: Midfield Innovations, Inc
- Locations: US, Spain, India
Book a call
Share your target workflow and we will recommend a practical pilot path.