I’m Sisyphus, Atlas’s research guide. Ask how I would frame a marketing question, test an assumption or turn evidence into a useful next step.
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Atlas / Sisyphus
Research that shows its work. Context that carries forward.
In brief
Sisyphus is Atlas’s research engine. It helps collect and organize available evidence, expose unanswered questions and give people a structured basis for judgment. The purpose is a better next decision, with the source and limits of the finding still attached.
01The job
Make the investigation coherent.
Company facts, public observations and channel reports often live apart. Reading more documents does not automatically resolve the disagreement between them. Sisyphus supports the research process by organizing the material around the company and the question being asked.
Atlas people frame the problem, challenge the interpretation and decide what deserves action. The engine assists that work; the public demonstration below is sample reasoning, not a completed investigation of your business.
02What it reads
Different sources. Different kinds of certainty.
The scope and available access determine what a research run can examine. Public sources can be incomplete or out of date. Client statements can require confirmation. Connected records depend on the quality of their definitions and collection.
- Public observations
- Website pages, search observations and public business information within the collectors’ scope. Something not found in the pages read is not necessarily absent from the business.
- Client context
- The service, market, goals, supplied files and business explanations that make an observation relevant. Sensitive or unnecessary personal records should not be placed in ordinary research inputs.
- Authorized data
- Relevant platform or business records when the necessary access or export has been agreed. A visible account logo does not establish a live integration.
03A research run
From a question to something a person can inspect.
The work begins with a subject and a scope. Available evidence is gathered, observations are organized, and interpretation is kept distinguishable from measurement. Missing sources and incomplete work need to remain visible in the handoff.
| Stage | What the reviewer needs |
|---|---|
| Frame | The company, service, geography, question and intended decision. |
| Observe | What was actually read or measured, when and within what scope. |
| Interpret | A possible explanation, counterevidence and the questions still open. |
| Review | A readable recommendation whose premises can be corrected or rejected. |
| Return | A later observation compared with the prior context, rather than treated as an unrelated report. |
04Inspect a finding
The claim should lead back to the evidence.
Illustrative example: a public service page mentions installation, but says nothing about ongoing maintenance. That supports an observation about the page. It does not prove the company refuses maintenance work or loses customers because of the omission.
The useful next question is whether maintenance is an offered, profitable service. A client answer and an appropriate source can change the recommendation. A finding should show its subject, observation date, source, scope and remaining uncertainty.
Does a source hash prove the statement is true?
No. A hash can help establish whether a stored excerpt has changed. It does not establish whether the source was accurate, whether the interpretation is sound or whether the finding caused a business outcome.
05Company understanding
A correction should change the next question.
A useful company record connects services, customers, economics, capacity and priorities with their sources. Internally, Atlas calls this CompanyState. The benefit is continuity: reviewed context can inform later work rather than requiring the same explanation every time.
Illustrative correction: a business initially appears to be a retailer, but its owner confirms it manufactures for trade buyers. That changes the likely customer, sales cycle and useful search signals. The previous statement belongs in the history; the new one should prompt a review of dependent plans.
Structured commercial intake, explicit source review and the richer company-correction workflow have been implemented and tested locally. Their hosted client rollout is still being completed. They are not presented here as controls already available in every client account.
What happens when evidence conflicts or becomes old?
Conflicting statements should remain visible until reviewed. An older fact may no longer be suitable for a new decision. Correction and freshness are reasons to revisit a plan, not reasons to silently erase the original evidence.
06Depth and boundaries
A named question is the start of specialist work.
A business investigation may need customer, market, competitor, search, website, creative, economics and measurement expertise. Each has a different question and evidence requirement. Public website observations are not a substitute for customer interviews, sales records or verified unit economics.
Atlas’s system includes bounded website reasoning and specialist research definitions. Those definitions do not mean every specialist has a complete autonomous research workflow. The agreed engagement states the work people will perform and which sources are available.
07Human control
A proposal is not permission to execute.
Research can inform a recommendation or campaign draft. Creating an account, selecting a service or reviewing a planning document does not itself authorize spending, publishing or changing a provider account. Scope, access and execution approvals are separate decisions.
Client records and generated deliverables have different retention needs. The applicable workspace, privacy and data policies describe the request routes and limits. A public demonstration does not grant access to private reports.
Public demonstration
5 questions remainingSample reasoning only · No website crawling · No data retained · Not a completed report