Umbra Penance
Service

AI integrated into your systems — not bolted onto your homepage.

Everyone talks about AI; few businesses actually run on it. We integrate AI into your existing systems and workflows — assistants grounded in your own documents, document processing, report generation — so the gains show up in hours saved, not in demos.

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01 / What we offer

What we build for you.

AI with a job description — integrated where your team actually works.

/ 01

Client-facing assistants

Answer product and service questions around the clock, in your tone, from your documents. Escalate to a human the moment the conversation needs one.

/ 02

Lead qualification bots

Greet visitors, ask the right qualifying questions, and route hot leads straight to your inbox or calendar — with the full conversation attached.

/ 03

AI inside your workflows

Document processing, classification, extraction and report generation wired into your existing tools — the repetitive knowledge work, done by AI with human oversight.

/ 04

Guardrails & evaluation

Grounding, refusal rules and automated evaluation, so the assistant says "I don't know" instead of inventing your refund policy.

02 / The details

How we build assistants you can trust.

The difference between a demo and a production assistant is everything around the model.

1 · Grounded in your documents

We ingest your real content — website, PDFs, policies, product data — into a retrieval pipeline. Every answer is generated from retrieved passages, and can cite them. When the source doesn't exist, the assistant says so.

2 · Designed for your workflows

The assistant plugs into how you actually work: it books calls in your calendar, creates rows in your CRM, hands off to a human in your inbox. It's an employee with an API, not a chat window bolted onto a page.

03 / Proof

Already built.

We've shipped AI features into production — not just prototypes.

Ami — Amadoo's assistant

AI-powered nursery assistant delivering generated reports and operational support inside a production SaaS.

RAG chatbots delivered

Retrieval-grounded assistants built on client documents, with guardrails and evaluation baked in.

500+

automations delivered

AI features work best wired into automated workflows — and we've built hundreds of them.

Start here

Book a short call. Leave with the first 3 fixes.

Tell us how your business runs today. We'll review your systems, find the highest-leverage improvements, and recommend the cleanest first step.

Reply within one working day · No spam, no mailing list · No obligation

Prefer email? team@umbrapenance.com