AI-assisted tools Colabs

Controlled AI assistance for messy workflows

Some work is too variable for fixed rules and too repetitive to stay manual. Colabs builds tools that use AI to prepare, sort or suggest while people control important decisions.

Focused workflow discovery starts at €250 excl. VAT and produces a concise scope for a first useful version.

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Where AI fits

Use AI for ambiguity, then add controls

AI can extract likely answers, group cases or prepare summaries when inputs vary.

We define what the tool may do, what users must see and when a person approves the result.

Useful assisted tasks

  • Extract likely fields from varied Word, PDF or Excel files
  • Structure and summarise documents for review
  • Group requests or cases using agreed categories
  • Compare documents and flag missing information
  • Draft suggestions from approved source material
  • Prepare cases for a person to check and decide
Limits

Controls are part of the product

AI output can be wrong or miss context. The interface should support review and show uncertainty where possible.

Depending on the risk, we add validation, source references, logging, correction and explicit approval. Privacy and data handling are agreed before implementation.

Where assisted output needs firm limits

  • Final high-impact decisions without qualified human review
  • Steps that require deterministic output
  • Sensitive data without an agreed handling model
  • Automatic publishing where errors cannot be caught
  • Processes with no reliable way to review or correct mistakes

Examples of controlled AI tools

  • A PDF intake tool that shows extracted fields for approval
  • A request inbox that suggests a category and priority
  • An internal summary tool linked to source passages
  • A checker that flags unusual spreadsheet entries
  • A form or email assistant that prepares structured tasks
Process

Scope the workflow and its failure modes

We review the input, exceptions, decisions and consequences of a wrong answer. Fixed rules handle predictable steps; AI is reserved for the parts that benefit from interpretation.

1. Map examples, exceptions and sensitive data

2. Choose the assisted step and success criteria

3. Design review, correction and logging controls

4. Build and test a limited first version

5. Expand after the team trusts the workflow

Estimate

Start with examples from the real workflow

Share anonymised inputs, the required output and current review step. We assess the fit, alternatives and controls.

If this needs closer analysis, focused discovery starts at €250 excl. VAT. It produces a concise scope for a testable first version. We confirm this before any paid work begins.

Get an estimate for an AI-assisted workflow

Describe the messy step, the information involved and who reviews the result. We will assess the fit and define what is needed for an estimate.

Request an estimate