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.

Business AI assistant connected to trusted documents, workflows and human handoff.
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.

Retrieval pipeline connecting business documents to grounded AI answers and citations.

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.

AI assistant routing a qualified conversation into CRM, calendar and human inbox.
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

Bring us the bottleneck. Leave with a clear next move.

Send the context first or book a working session now. Either way, you'll get practical advice from the people who build and secure the systems.

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Prefer email? team@umbrapenance.com