How do you stop the model from being confidently wrong?

Confidence thresholds, retrieval grounding and a review queue. Anything the system is not sure about goes to a person, and every disagreement feeds the evaluation set.

Does our data train a public model?

No. We run against provider APIs with training disabled, and can deploy inside your own cloud account where policy requires it.

All ai services

AI & Automation Services

Put the repetitive work on rails

Production AI workflow automation for document processing, data extraction, triage, and back-office operations — with human review where accuracy matters.

From $35,000·Timeline 8–14 weeks

Outcomes

60–80% reduction in manual handling time
Consistent output quality with human-in-the-loop review
Full traceability on every automated decision

Deliverables

Workflow discovery and automation scoring
Retrieval pipelines over your own corpus
Evaluation harness and regression suites
Human review queues and escalation paths

What ai automation includes

Evaluated, not vibed

Golden datasets and automated evaluations gate every prompt change before it reaches production traffic.

Human-in-the-loop

Confidence thresholds route edge cases to a person rather than quietly guessing in production.

Workflow discovery

We score your processes on volume, variance and cost so automation starts where the payback is clearest.

Traceable decisions

Every automated action carries its inputs, model version and reasoning for review months later.

FAQAI Automation