How Autoresearch works

A research workflow should be reusable, cited, and easy to review.

Autoresearch turns recurring business research into a structured workflow: define the question, map sources, gather evidence, compare findings, package the answer, and review what matters.

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How Autoresearch works

The implementation pattern

Question, output, sources, workflow, test, launch.

Start with a repeated research job.

Keep sources and review notes visible.

Make the output useful in the next business action.

Start

One research job

Do not try to automate every question at once.

Sources

Mapped

The workflow should know what evidence is trusted.

Output

Reusable

The result needs a format the team can use repeatedly.

Review

Human checked

Important claims and weak signals need review before use.

Implementation

The work is practical because the output is defined before the research starts.

Autoresearch is only useful if the result fits the decision, document, CRM update, or planning workflow it supports.

Step 1

Pick one research job

Start with a question the team asks repeatedly, such as competitor updates, vendor comparisons, account prep, or customer themes.

Step 2

Define the output

Choose the format people will actually use: a brief, table, memo, CRM note, shortlist, scorecard, or report.

Step 3

Map the sources

Decide which public sources, documents, customer notes, CRM records, or internal files are trusted enough to use.

Step 4

Build the research workflow

Create the prompts, retrieval steps, comparison rules, confidence checks, and output template.

Step 5

Test against examples

Run real research requests and review whether the output is complete, cited, useful, and safe to act on.

Step 6

Launch and improve

Hand off the workflow, collect feedback, and update sources or templates as the business changes.

Review

The workflow should show what it knows and what it is unsure about.

Strong research automation does not hide uncertainty. It separates confirmed facts, weak signals, contradictions, and items that need human review.

Before launch

Agree on trusted sources, required citations, stale-source rules, and what claims need review.

After launch

Update source lists, templates, and scoring rules as the business, competitors, or market changes.

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Frequently asked questions

Can this start small?

Yes. The best first project is one repeated research job with a clear output format and a small set of trusted sources.

Can Autoresearch use both web and internal sources?

Yes. Depending on access and security requirements, the workflow can combine public web research with internal documents, CRM records, policies, notes, and customer feedback.

Why not just ask a model each time?

One-off prompts are hard to compare, review, and reuse. Autoresearch makes the process repeatable and source-aware.

Next step

If the research job repeats, make it a workflow.

Choose Autoresearch workflow in the inquiry form and describe the research output you need.

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