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What AI apps can display from Firecrawl’s Benzinga feed

Check display limits, attribution, paid-plan eligibility and lookup costs before building AI briefings with Firecrawl’s Benzinga data.

Editorial illustration for What AI apps can display from Firecrawl’s Benzinga feed: a document represents the research briefing. Not documentary evidence.

As of November 5, 2026, Firecrawl’s Benzinga catalogue offers financial news and analyst data for US-listed companies. For business owners and product teams building AI market briefings, the first question is where readers will see the results.

A customer portal, a public website and an exported briefing are different product decisions. Check display permission before budgeting for retrieval.

Signed-in readers and public pages

Firecrawl’s Benzinga schedule permits full articles, price-move notes and ratings in response to an authenticated, paid request or inside an authenticated product. It does not require every reader to pay.

Public news display is limited to headlines, attribution and Benzinga backlinks. End-user outputs need “Powered by Benzinga Data”; employee-only use and ratings are exempt from that attribution requirement.

The C.3 restrictions bar bulk raw redistribution, standalone-feed resale and competing derivative datasets or outputs. Those restrictions extend to AI-generated output incorporating the data.

C.3 also prohibits generalized-model training and development or enhancement of public AI systems; permitted AI use is confined to private instances or third-party systems serving you.

Practical implication: check newsletters, exports and public share links separately; get written clarification where coverage is unclear.

Check the feature, not just the credit balance

According to Firecrawl’s analyst-ratings guide, the ratings calendar requires a paid Firecrawl plan. Unused free credits do not enable that feature. Check the eligibility of other lookups individually rather than assuming every Benzinga tool has identical access rules.

The stock-news guide, marked updated October 20, 2026, describes read-only access through a linked Firecrawl account, not a brokerage connection or trading service. Benzinga’s terms must be accepted; on a team account, an organisation administrator may need to do that first.

Budget for calls, not finished briefings

Published rates checked on November 5 list 30 credits per news search and 45 per Why Is It Moving lookup. The latter retrieves a short explanation of a stock-price move. An analyst-ratings lookup costs 30 credits. One briefing can therefore consume several calls.

Firecrawl’s pricing page lists 1,000 free credits each month. Hobby includes 5,000 monthly credits for US$19 when billed monthly, or a displayed US$16 monthly equivalent when billed annually. The annual figure is not a month-to-month offer. Usage draws from a shared credit balance, not separate allowances for each activity.

Illustrative calculation: assume one news search, one price-move lookup and one ratings lookup on each of 22 working days. That is (30 + 45 + 30) × 22 = 2,310 credits, or 46.2% of Hobby’s 5,000-credit allowance.

This assumes exactly one call per component per day: no additional result pages, retries, monitoring or other Firecrawl activity. It excludes AI-model or subscription charges, integration work and taxes. It is a workload estimate, not an observed bill or a guarantee that one call returns everything a briefing needs.

Keep the evidence separate from the conclusion

The ratings guide’s coverage limits say records contain ratings and price targets, sometimes with a short note, but not the analyst’s full research report or reasoning. Retain the firm, date and rating change. Do not present a model’s inferred explanation as the analyst’s stated reasoning.

Firecrawl’s general third-party terms do not guarantee source availability, accuracy or completeness. Licensed access therefore does not establish that an AI-generated investment conclusion is correct. RohitAI’s guide to web-backed AI checks explains the broader distinction between retrieving evidence and validating an answer.

Before commissioning the app, write down its required data, intended audience and expected calls per briefing. Assign responsibility for terms updates and provider-requested deletion. Under the general terms, the account holder is responsible for automated-agent actions, and administrators can authorise agents to accept updated terms. Review that setting deliberately rather than leaving contract decisions to an unattended workflow.