SourceSpotter — a research assistant that shows its work, for analysts who can't afford a wrong number
A research and writing assistant that surfaces the exact sentence behind every statistic, quote, or summary it produces, so analysts and journalists can trust the output without re-reading every source.
policy analysts, journalists, competitive-intelligence researchers, and consultants who use AI to accelerate long-form research
- Inline citations that link each AI-generated claim back to the precise source paragraph and page
- 'Show the receipts' view that reveals the raw retrieved text the model was working from
- Confidence flagging: highlights claims the model hedged on or had to compress from long sources
- Browser extension that applies the same provenance overlay to ChatGPT, Claude, and Gemini outputs in any tab
The Dev.to piece documents a concrete case where an LLM-generated summary silently swapped a benchmark number and almost went to publication — the exact failure mode that freelance analysts and small newsrooms face every week.
Multiple established AI research tools (Perplexity, Elicit, Consensus, Scite, NotebookLM) all market citation features, confirming real demand; analyst/journalist workflows with hallucination risk are well-documented.Best AI Research Tools 2026: Perplexity vs Consensus vs Elicit vs Scite ↗Citea - Free AI Citation Checker & Source Finder ↗
Crowded space — Perplexity already cites every claim, Scite shows citation context/supporting-contrasting, plus niche players Citea, SourceVerify, Citely; sentence-level provenance exists as a feature inside larger products rather than as a standalone gap.Best AI Research Tools 2026: Perplexity vs Consensus vs Elicit vs Scite ↗SourceVerify - Fast, accurate reference verification for academic writing. ↗AI Citation Checker & Academic Source Finder | Citely ↗
Proven willingness to pay in adjacent tools: Perplexity Pro $20/mo, Consensus/Elicit/Scite all run paid tiers; policy analyst/journalist segments have budget lines for research tooling though freelancers are price-sensitive.Best AI Research Tools 2026: Perplexity vs Consensus vs Elicit vs Scite ↗Scite: AI for Research ↗
AI hallucination and provenance are structural, long-tail concerns that will outlast any single model generation; regulatory/editorial pressure for source-grounded outputs is increasing.Web of Science AI Research Assistant | Clarivate ↗
Sentence-level alignment and continuous citation verification require solid RAG, chunk-level embeddings, and careful UI for inline provenance; achievable with current LLMs but non-trivial engineering and depends on corpus access rights.Scite: AI for Research ↗