Give customers fast, grounded answers and hand complex enquiries to people

29 August 2026

Keep every project document searchable, current and auditable

29 August 2026

REAL-WORLD AIMAI APPLICATION

Turn complex research into a decision-ready evidence pack

AIMAI developed a Deep Research & Decision Support Application that structures a complex question, gathers approved internal and external evidence, compares options against agreed criteria and produces a sourced decision pack with uncertainty made visible.

The impact

Compress the research cycle

The question, evidence gathering, comparison and briefing are organised as one repeatable workflow instead of being rebuilt manually each time.

Keep the evidence traceable

Sources, assumptions and open questions remain attached to the reasoning so the recommendation can be inspected and updated.

Compare alternatives consistently

Options are assessed against agreed criteria rather than drifting between different research approaches or personal preferences.

Make uncertainty part of the answer

Gaps and assumptions are surfaced explicitly instead of being hidden behind a confident-looking summary.

The problem

Senior teams frequently need to investigate markets, competitors, technologies, suppliers or strategic choices. Research is slow, sources are scattered and the final reasoning may be difficult to reproduce or update when the evidence changes.

What the Application does

The Application turns a complex research brief into a structured evidence workflow. It frames the question and decision criteria, gathers approved internal material and external evidence, organises and compares the sources, evaluates alternatives against the agreed criteria, highlights assumptions and uncertainty and produces a decision-ready briefing with sources and follow-up questions.

How it works

  1. Research question, decision criteria and constraints defined
  2. Approved internal material assembled
  3. Relevant external evidence gathered and organised
  4. Alternatives compared against the agreed criteria
  5. Risks, assumptions, gaps and uncertainty surfaced
  6. Decision pack and recommended follow-up questions prepared for the owner

What it uses

  • Research brief and decision criteria
  • Internal documents and prior work
  • Approved external sources
  • Risk, commercial or strategic constraints

What it produces

  • Research summary and evidence map
  • Option comparison
  • Risks, assumptions and open questions
  • Decision-ready recommendation or briefing

Where people stay in control

Sources remain visible, material uncertainty is stated and the evidence can be inspected. The Application supports the decision process, while the accountable human owner decides what weight to give the evidence and what action to take.

The result

Senior teams work from a structured evidence pack rather than a collection of disconnected searches and notes. Alternatives, sources, assumptions and uncertainty are easier to inspect, while the final strategic or commercial decision remains with the accountable owner.

Could something similar work in your business?

It is likely to be relevant if:

  • Senior teams regularly investigate markets, suppliers, competitors, technologies or strategic choices.
  • Research draws on both internal material and external evidence.
  • Different options need to be compared against explicit criteria.
  • The reasoning needs to be reproducible for colleagues, boards or later review.
  • Decision authority must remain with an accountable human owner.

Have a workflow like this?

Tell us how complex research becomes a decision in your organisation today. If the workflow has similar internal evidence, external sources, comparison criteria and senior review, we can show you how an Application could be configured around your research process.

Explore it with AIMAI