Lightcast
What ChatGPT, Claude, Gemini & Grok actually say · September 2026
Visit lightcast.marketing ↗The verdict
Lightcast appears in 1 AI-ranked category — best position #1 for job postings data apis for labor market analytics.
The de facto standard for labor market analytics — deepest historical archive of deduplicated postings, the most mature skills/occupation taxonomy (Lightcast Open Skills), and normalization to standard classifications that workforce economists, universities, and economic-development agencies actually trust; API delivers analysis-ready aggregates, not raw scrape.
Gemini The benchmark standard in labor market analytics, offering decades of historical depth, best-in-class multi-source deduplication, and open, deeply structured skill and occupational taxonomies (mapped to SOC, ONET, and ESCO) enriched with salary models and remote-work parsing.
Where Lightcast falls short, per the models
- Claude Enterprise pricing and contracts put it out of reach for individuals and small teams, and its heavy normalization/dedup can obscure the raw underlying postings for users who need transparent source-level detail.
- Gemini Prohibitively expensive enterprise contract pricing with rigid data-use terms, making it inaccessible for independent researchers, budget-constrained teams, or lightweight transactional use cases.
Top alternatives per the models: LinkUp · Revelio Labs · Adzuna · Coresignal
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Boards re-poll weekly and the models change their minds. One short email only when Lightcast's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.
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Lightcast ranks #1 for best job postings data apis for labor market analytics by AI-model consensus. Put the badge in your README, docs or site — it updates automatically as the models re-rank.
[](https://modelsagree.com/best/best-job-postings-data-apis-for-labor-market-analytics?utm_source=badge&utm_medium=embed&utm_campaign=badge-lightcast)<a href="https://modelsagree.com/best/best-job-postings-data-apis-for-labor-market-analytics?utm_source=badge&utm_medium=embed&utm_campaign=badge-lightcast"><img src="https://modelsagree.com/badge/lightcast.svg" alt="Lightcast — ranked #1 for Best job postings data APIs for labor market analytics by AI models on ModelsAgree" height="28"></a>Rankings are computed from what the models answer, re-polled on demand · raw reasoning shown verbatim · methodology