Research workspace

Decide with evidence.

Atlas turns hard questions into sourced reports. Each study adds evidence, contradictions, and current answers to one connected knowledge base.

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Sample Atlas living knowledge base stating a decisive current position and what changed it
Sample report generated from test data.

Each report updates a knowledge graph.

Claims link to exact passages. New evidence can support, contradict, or replace them. The knowledge base keeps the current position.

The Atlas research ontology A question becomes a study. Source passages support or contradict claims. Claims update the current position inside a knowledge base that authorized agents can read. BECOMES PRODUCES SUPPORTS CONTRADICTS UPDATES BELONGS TO READS INPUT Question RESEARCH Study EXACT EVIDENCE Source passage COUNTER-EVIDENCE Contradiction VERIFIED UNIT Claim CURRENT ANSWER Position DURABLE HOME Knowledge base MCP ACCESS Authorized agents
The graph is the working structure behind Atlas reports and knowledge bases.

Atlas plans the research before it searches.

The pre-plan defines the evidence needed, selects the right tools and source classes, and sets the checks for a complete answer.

Question

Define the decision

Atlas fixes the scope, geography, useful result, and the questions the research must answer.

Context

Recall prior work

Relevant studies, source passages, and authorized vault knowledge become context for the new plan.

Pre-plan

Select instruments

Each evidence question gets the search routes, databases, documents, and connectors it requires.

Research

Collect evidence

Atlas retrieves sources and records the exact passages behind every material claim.

Coverage

Reopen gaps

Weak or unanswered parts return to research while another search can improve the answer.

Delivery

Verify and connect

Claims are challenged, cited, and added to the knowledge base after the final checks pass.

Evidence routes

Search locates material. Only retrieved source passages can become evidence.

Stored knowledge

Atlas studies, authorized vault notes, current syntheses, and exact evidence claims.

Web and documents

Live web discovery, public pages, reports, documents, and PDFs.

Markets and institutions

SEC EDGAR, FRED, World Bank, Wikidata, and public company records.

Research literature

OpenAlex, Europe PMC, published studies, and their cited source material.

Product and technical signals

App stores, GitHub, Hacker News, public discussions, and Wikimedia pageviews.

Discovery portfolio

Brave, Exa, DataForSEO, and Perplexity help Atlas find the right primary material.

Sample Atlas report with sourced exhibits for consumer problems and price comparables
Sample exhibits drawn from clearly labelled test data. In a real report, every material number links back to its source passage.
Capability expansion

Add a missing instrument

If the plan requires a source Atlas cannot reach, Atlas records the access gap. A new connector can be built and tested before its output enters the evidence ledger.

The research behind the whole venture.

A product, campaign, feature, client, or business gets one knowledge base. Every study adds to the same evidence.

Sample Atlas knowledge base showing five connected market, customer, pricing, channel, and countercase studies
One knowledge base keeps the individual studies and their original conclusions.
01

Market and category

Market structure, competitors, segments, regulation, public data, and the changes shaping the category.

02

Customers and demand

Consumer data, needs, behavior, buying triggers, current alternatives, and price signals.

03

Product and pricing

Ideas, offers, features, services, delivery risks, and evidence of what people will pay for.

04

Positioning and campaigns

Messages, channels, campaign concepts, and evidence of what buyers notice and act on.

Build the knowledge base behind the venture.

Start with one question. Each later study begins with what Atlas has already found.

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