Utalkia

What we do

The orchestrator pattern, made concrete.

AI where AI is strong, code where code is strong, humans on the irreplaceable parts. Every service below is something we have shipped to production for a paying client — not a slide we hope to sell.

Orchestratorplans · routes · verifiesAIintelligenceCodelogicHumanjudgmentDatamemorySystemsof record

The orchestrator coordinates intelligence, logic, judgment, data, and systems of record. It plans the work and routes each step to the lane best suited to it.

Before vs. after, on one workflow.

The same document-review job, modeled two ways. Press Afterto watch the orchestrated version. The point isn't the animation — it's how few seams the orchestrated version has.

Before — manual workflow
≈ 4 hrs / file · 1 person
  1. 1Open ticket
  2. 2Pull file
  3. 3Read pages 1–40
  4. 4Extract fields
  5. 5Cross-check DB
  6. 6Resolve mismatches
  7. 7Draft summary
  8. 8Re-key into system

Eight serial steps. One person clicking, copying, re-keying. Every step is a place something gets dropped.

Capabilities

Capabilities, not industries — because the same engineering applies across the regulated mid-market segments we serve.

LLM orchestration

The conductor layer above your tools. Plans, delegates, verifies, and escalates so AI use cases turn into business outcomes — not a list of features.

  • Multi-model routing across frontier and open-weight families
  • Tool use with verifiers and rollback
  • Eval harnesses on your real data, not synthetic

Retrieval-Augmented Generation (RAG)

Grounded answers from your unstructured corpora — with citations precise enough that an auditor can follow them.

  • Hybrid retrieval (dense + lexical) tuned to domain
  • Chunking strategies built for regulated documents
  • Source-attribution at the paragraph level

Agentic systems

Long-horizon work that requires planning, memory, and verification — without giving up control of the steps that matter.

  • Planner / executor / verifier separation
  • Bounded autonomy with explicit handoff points
  • Replayable runs for incident review

Document intelligence

End-to-end pipelines for the document-heavy work that eats your operations team — extraction, classification, cross-referencing, full audit trail.

  • Layout-aware OCR and table parsing
  • Domain-specific entity extraction
  • Entity-resolution graph with audit log

Smart contracts & on-chain logic

Custom on-chain logic across multiple chains, written by the same engineer who shipped Galileo's NFT platform from scratch.

  • Solidity / Vyper across the EVM family
  • Custom royalty, provenance, and access primitives
  • Non-custodial flows, EIP-712 typed signatures

Custom workflow engines

The deterministic spine that AI plugs into. Predictable. Replayable. The opposite of glue code held together with retries.

  • Event-driven, durable execution
  • Idempotent steps with full state history
  • First-class human-in-the-loop checkpoints

Audit-grade logging

Built for the procurement screen and the regulatory examination — every assertion, every decision, every override, traceable.

  • Immutable, append-only event log
  • Per-decision provenance graph
  • Evidence packages on demand