Back to Home

How We Rate AI News

Every story on Agentic Daily carries a signal rating. These ratings reflect our editorial assessment of the evidence behind the claims — not our opinion on whether the news is positive or negative. Here is exactly how we decide.

Signal Ratings

Breakthrough

Criteria

  • -Demonstrates a measurable, reproducible advance over prior state of the art
  • -Peer-reviewed or accompanied by verifiable benchmarks and open methodology
  • -Unlocks capabilities or cost reductions that change what practitioners can build
  • -Not merely a scale-up of existing techniques with marginal gains
Example

A new architecture that halves inference cost at equal quality, with published benchmarks and reproducible code.

Incremental

Criteria

  • -A real improvement, but builds on existing approaches without a fundamental shift
  • -Performance gains are modest or limited to narrow use cases
  • -Useful for practitioners but unlikely to reshape the competitive landscape
  • -Typically announced via blog post or product update rather than research paper
Example

A model update that improves coding benchmarks by 5% while keeping the same architecture.

Overhyped

Criteria

  • -Marketing claims substantially exceed what the evidence supports
  • -Benchmarks are cherry-picked, non-standard, or lack independent verification
  • -Framed as a breakthrough when the underlying technique is well-established
  • -Press coverage amplifies the claim without critical analysis
Example

A product launch claiming "AGI-level reasoning" based on a proprietary, non-reproducible internal benchmark.

Verified

Criteria

  • -Key factual claims have been independently confirmed by our team
  • -Data points cross-referenced against primary sources (papers, filings, official announcements)
  • -Quotes and attributions verified for accuracy and context
  • -Does not imply the news is good or bad — only that the facts check out
Example

A reported funding round confirmed against SEC filings and official company statements.

Our Process

1

Source Review

Every story is traced to its primary source: the original paper, press release, SEC filing, or official announcement. We do not rate stories based on secondary coverage alone.

2

Claim Assessment

We evaluate the core claims against available evidence. For technical claims, we look for reproducible benchmarks, peer review, or open code. For business claims, we cross-reference public filings and data.

3

Editorial Decision

A signal rating is assigned based on the criteria above. Ratings reflect the evidence available at publication time and may be updated as new information emerges.

Corrections & Updates

Signal ratings reflect the evidence available at publication time. If new information emerges that changes our assessment, we update the rating and note the change at the top of the article. If you believe a rating is inaccurate, contact us at support@agenticdaily.ai.