Independent intelligence-tool research

Intelligence,
evaluated.

Find the right intelligent software with clearer comparisons, evidence-led evaluations, and research that separates product claims from what can actually be verified.

  • Transparent criteria
  • Source-linked claims
  • Commercial disclosures

Searches the products, categories, comparisons, guides, and pages on this site, not the wider web.

Evaluation queue

What we're preparing to evaluate.

Products are listed alphabetically. Inclusion does not imply a recommendation, a completed test, or a verified score.

Order is alphabetical and is not a ranking. Every product here is at the "Planned" stage. See the full queue across all categories.
Beyond product lists

Research that helps you see what the claims leave out.

Repeatable benchmarks, documented limitations, source-linked analysis, and explainers that distinguish current software capabilities from technical claims about superintelligence.

Explore our approach
  • Capability benchmarksPublish tasks, conditions, sample sizes, and limitations alongside results.
  • Product intelligenceTrack version changes, pricing, deployment options, and documentation.
  • Evidence libraryKeep source links, verification dates, and claim scope visible.
Enterprise & government

Security claims need scope, not slogans.

Procurement guidance should help buyers distinguish a company-wide marketing statement from a verified claim about a specific product, service, deployment, and authorization boundary.

Enterprise & government guidance
Product or service
Name the exact service, API, or product in scope, not only the vendor.
Deployment
Identify commercial cloud, government cloud, on-premises, or self-managed deployment.
Authorization
State the program and impact level only when supported by the relevant authority's current record.
Scope & exclusions
Describe what is covered and what is not. Do not generalize a service authorization to every product.
Primary evidence
Link to the authoritative listing or the precise documentation supporting the claim.
Verification date
Record when the claim was checked and when it should be reviewed again.

Evidence ruleVendor statements are labeled as vendor statements. An authorization is described as verified only when a current authoritative source supports the exact scope.

Policy tracker

Follow the primary source.

Policy coverage separates enacted rules, proposed legislation, agency guidance, and commentary. Every live entry needs a source, status, jurisdiction, and checked date. No entries have been verified and published yet.

Read our editorial standard ↗
How entries workStatus must be verified

Official actions, with their source

Each entry records the published document, issuing body, effective date, legal status, and a plain-language explanation of what changes and what does not.

How the tracker works ↗
ProposalsPrimary sources first

Proposed rules and legislation

Proposals are recorded as proposals. We link to bill text, official dockets, or agency notices, and update the status when the source changes.

Status definitions ↗
Technical contextDefinitions matter

What “superintelligence” means in context

Technical definitions differ across researchers and institutions. A terminology change does not establish that today's commercial tools are superintelligent.

Read the explainer ↗
Methodology & transparency

A score is only useful when you can inspect how it was made.

These weights are a proposed general-purpose framework, not the result of completed testing. Individual categories should publish their own criteria, task design, evidence, limitations, and weighting rationale.

Missing evidence lowers confidence or triggers an “insufficient evidence” status. It never silently becomes an average score.

Read the full methodology
  • Capability & output quality25%
  • Reliability & consistency20%
  • Workflow fit & integrations15%
  • Pricing & value15%
  • Privacy & security evidence15%
  • Support & documentation10%

Proposed baseline · weights total 100% · adapted by category and every change disclosed. Commercial relationships never influence editorial scores. Sponsored placements, if offered, are clearly separated from rankings.