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Code is Incantation

Software that does the work

Sigil Labs is a software and AI studio that builds Service as Software: systems with AI agents that perform the work instead of only supporting it.

Talk to Sigil Labs See projects

From Intent to Artifact13 projects5 services

  • Service as Software
  • Custom software
  • AI and LLM solutions
  • Infrastructure and operations
  • Security and audits

Service as Software

Traditional software hands you a tool and leaves the work with your team. Service as Software delivers the outcome: AI agents carry out the steps, and people approve the points where a decision matters.

What Service as Software is, and where the idea came from →

What Sigil Labs does

Featured projects

Our own products and work for clients. Each one shows the stage it is really at.

  • ProductNo. 01

    VoxxFlow

    VoxxFlow is a digital marketing platform in which AI agents plan, create, review and publish content, and a person approves each decisive step.

    Technologies used
    • FastAPI
    • PostgreSQL
    • pgvector
    • Redis
    Status
    In production
    See project
  • ProductNo. 02

    Libriq

    Libriq is a platform that turns books and documents into a searchable knowledge base. It answers with RAG, citing the source passage. It also maps the collection's concepts in a graph and builds courses from that graph.

    Technologies used
    • FastAPI
    • Python 3.12
    • Next.js
    • PostgreSQL
    Status
    In production
    See project
  • ProductNo. 04

    Hadur

    Hadur is a toolkit for teams building software with AI agents: it runs a contract-first review loop across several plans and reports when a codebase has converged.

    Technologies used
    • Python
    • CLI
    • MCP
    • Claude Code
    Status
    Early development
    See project
  • Client workNo. 09

    Legal triage assistant for Microsoft Teams

    The legal triage assistant for Microsoft Teams is a bot that rates each question green, yellow or red and answers only from an approved document library.

    Technologies used
    • Python
    • FastAPI
    • Microsoft Bot Framework
    • Microsoft Graph
    Status
    Proof of concept
    See project
  • Client workNo. 10

    Raya

    Raya is an agentic financial planning platform under construction for the consultants of an investment consulting firm: the calculation modules and the data are ready, and the AI agents are in development.

    Technologies used
    • FastAPI
    • PostgreSQL
    • Redis
    • React
    Status
    In deployment
    See project
  • Client workNo. 13

    Early Childhood Copilot

    Early Childhood Copilot is an AI assistant that helps Brazilian municipal managers look up the law, diagnose their municipality with public data and build a municipal plan.

    Technologies used
    • FastAPI
    • Claude
    • Libriq
    • PostgreSQL
    Status
    Proof of concept
    See project

See all projects →

Frequently asked questions

What is Service as Software?

Service as Software is a service delivered by software: the system delivers the outcome, not just a tool for performing it. AI agents carry out the steps of the work and people approve the decision points. Sigil Labs designs, builds and operates these systems.

What kind of project does Sigil Labs deliver?

Sigil Labs delivers agentic solutions, custom software, AI and LLM solutions, infrastructure and operations, and security and audits. Each service is demonstrated by projects described on this site.

Does Sigil Labs have its own products?

Yes. VoxxFlow, Libriq, Hadur and Pontifex are Sigil Labs products or tools. They also underpin client work: Libriq, for example, is the knowledge retrieval layer of other systems described here.

How do I start a project with Sigil Labs?

Write through the form on the contact page or by email. The first conversation is for understanding the problem and saying plainly whether and how Sigil Labs can help.