One-Liner
A newsroom tool that lets fact-checkers instantly search whether a specific factual claim has been reported before — by whom, when, and in what context — replacing slow LexisNexis searches.
AI Thinking Process
World-context: Infini-News (HN Show HN July 2026, 1.36B news articles queryable in ms) validates archival search demand. Adjacent unmet pain: newsroom fact-checkers lack a fast 'has this exact claim been reported before, by whom, when' workflow beyond Google.
Pain grounding: newsroom fact-checker receives claim from reporter ('Senator X said in 2024 that Y'), validates via Google + LexisNexis ($500-2000/user/month) + source calls. Per claim: 15-45 minutes average.
Named incumbents: LexisNexis, Factiva (Dow Jones), Bloomberg Terminal, Muck Rack, Meltwater, Cision. And critically: Infini-News (HN Show HN July 2026) — 1.36B articles queryable in ms. DIRECT COMPETITOR launched 5 days before this session. Also: Perplexity + Grok both integrate news search.
G002 fire: Infini-News on HN front page 5 days pre-session is the exact product being considered. G059 (obvious pain = pre-competed) in action — pain was headline-visible → competing builder shipped simultaneously.
Pivot: claim-normalisation + citation-linter (workflow layer, not search layer). But Duke Reporters' Lab, Full Fact UK, Africa Check already have research-workflow tools. Multiple newsroom-tools startups exist (Datawrapper, Semaphore, Truepic). Second G002 fire — workflow layer also saturated.
KILLED. Kill reasons: G002 direct competitor (Infini-News on HN 5 days pre-session) + G059 (obvious pain attracts competing builders simultaneously) + saturated workflow layer (Duke Reporters' Lab, Full Fact, Africa Check, multiple newsroom-tools startups). Kill is FUNDAMENTAL.
Kill Reason
Direct competitor shipped 5 days before this session: Infini-News (HN Show HN July 22, 2026) claims 1.36 billion news articles queryable in milliseconds — exactly the prior-claim fast-search product proposed here. Additionally, the newsroom-tools workflow layer is saturated (Duke Reporters’ Lab, Full Fact UK, Africa Check, Perplexity AI + Grok news-search integration). Obvious pain attracts concurrent builders — the discovery window was already closed.
Risk Analysis
Risk analysis available for latest engine ideas.
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