AI research stack: verify sources and claims

A research stack helps find, organize and analyze material. Reliable results require checking original sources, individual claims and calculations.

2026-09-164 minutes
ResearchAnalysis
Illustration: Large glass magnifier at the centre over a stack of source cards, a cyan beam rising from the lens to a yellow report card

In short

A research stack helps find, organize and analyze material. Reliable results require checking original sources, individual claims and calculations.

Proposed workflow, not a demonstrated client result or a guarantee of error-free answers. Provider sources checked 16 September 2026.

30 minutes one-to-one — pick your own slot

Instead of a fixed weekly session we talk about your case directly: one concrete bottleneck, 30 minutes on Zoom, free and without obligation.

30 minutes1:1Zoom

After booking you receive the confirmation with the Zoom link. Free and non-binding, no purchase required.

Choose tools by task

Proposed workflow, not a demonstrated client result or a guarantee of error-free answers. Provider sources checked 16 September 2026.

No.ToolCheckCost
1PerplexityPerplexity: open citations and read the relevant passage. A source label rates a website, not the accuracy of every individual claim.Plan + usage + review
2NotebookLM / Gemini NotebookNotebookLM: current Google help uses Gemini Notebook. Distinguish source-grounded chat from advanced features with web search or code; record selected sources and mode.Plan + usage + review
3ClaudeClaude: organize material and connect claims to evidence. Mark unsupported points as unknown; cited answers can still be wrong.Plan + usage + review
4GeminiGemini: linked sources may only be related content. Check whether the specific passage actually supports the claim.Plan + usage + review
5CalculationSpreadsheet or code: preserve inputs, units, filters, denominators and calculation steps. Perform a separate cross-check; a generated number is not verification.Plan + usage + review

From a question to an auditable result

Proposed workflow, not a demonstrated client result or a guarantee of error-free answers. Provider sources checked 16 September 2026.

1

Question

Define the question and scope: period, region, decision and permitted data. Upload only approved material.

2

Evidence

Maintain an evidence table: claim, original URL, passage, publication date, access date, scope and contradictions. Two links to the same story are not independent evidence.

3

Checks

Check the summary and calculations separately. Read quotes in context; make missing data, assumptions and uncertainty visible.

4

Approval

An accountable person reviews decision-relevant claims and approves the report. Include dated sources, files and unresolved issues.

Avoid common mistakes

Proposed workflow, not a demonstrated client result or a guarantee of error-free answers. Provider sources checked 16 September 2026.

  • More tools or sources do not guarantee accuracy. Start with a clear task; these tools are options, not a required subscription bundle.
  • Source-grounded does not mean error-free. A source may be outdated, incomplete or wrong.
  • Budget for plan, usage, storage and review time. Check current free allowances and features before selecting a product.

Frequently asked questions

Are two links for every claim enough?

No. Direct support, relevant freshness and independent information matter. Unresolved contradictions must remain open.

What should a research pilot deliver?

A report with an evidence table, reproducible calculations, documented limits and human approval. Then assess which tools actually improve your process.

More AI stacks

Matching stacks for other roles — each with a stack table, workflow and common mistakes.

We build and operate the stack

The potential analysis defines the question, data and acceptance criteria. A limited pilot shows which research steps can be usefully supported.

Primary sources and limitations

Proposed workflow, not a demonstrated client result or a guarantee of error-free answers. Provider sources checked 16 September 2026.

Start potential analysis

If you want to prioritize a real process, a few clear inputs are enough for a strong first assessment.