ai & agent infrastructure consulting

Governed agents for decisions that matter

Giggit helps small and mid-size businesses put AI agents to work where mistakes are costly. Every system includes testing, audit trails, and human sign-off on critical steps, so it can be trusted in production.

services

What we do

Three build services and an advisory track, all built on one rule: the AI drafts, and humans decide what goes through.

Agentic Systems

Multi-step agent workflows with orchestration, tool use, retries, and human checkpoints. One agent proposes and others check, for decisions where a wrong action has real consequences.

What you get: a working agent workflow your team can run and audit

Retrieval & Knowledge Graphs

Retrieval pipelines measured end to end, from ingestion to reranking. Knowledge-graph layers (GraphRAG, entity resolution, org and risk graphs) where relationships carry the answer.

What you get: retrieval quality you can measure

Evaluation & Governance

Evaluation harnesses at the task and trajectory level, cost and latency engineering, and documentation written for model-risk review.

What you get: tests, controls, and documentation you can show an auditor

Strategy & Ops Advisory

Not every problem needs a build. We advise on AI strategy, model and vendor selection, workflow redesign, and the operating controls around adoption. The same discipline, applied before any code is written.

What you get: a decision you can defend, with the trade-offs on paper

principles

How we build

01 The AI proposes; the system decides. The agent acts only within an approved list of actions, every claim is checked against sources, and it hands off to a person when it is unsure.
02 No citation, no answer. Every claim traces to a source: policy sections, registry records, documents. Unsourced answers do not ship.
03 Measure everything we ship. Each system ships with its own tests: known-answer sets, failure tracking, and cost per decision.
how we engage

Small, fast, and clear about scope

Engagements run in short loops with a checkpoint at every step. Scope is fixed, and the success measure is agreed in writing before work starts.

Working Session We sit with your workflow and map what agents can and cannot do for it. You leave with a clear read either way.
Days
Governed Pilot One workflow, built end to end with evals and escalation from day one, measured against a test set you help define.
Weeks
Handoff That Holds Your team runs it: code, tests, controls, and records. The documentation and test suite stay with you.
Yours to keep
contact

Have a workflow in mind? Let's look at it together

Engagements start with a short working session. You leave with a clear read on what agents can and cannot do for you.

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