How to track analyst upgrades and downgrades in Claude

Last updated: Oct 09, 2026

Learn who raised or cut their rating on a stock, how much the price target changed, and whether that analyst's past calls have held up. Once the Firecrawl connector is linked, Claude can track stock upgrades and downgrades using Firecrawl Alexandria with the analyst ratings, consensus data and analyst roster from Benzinga.

Best for

  • Listing each analyst rating change and price target revision on a stock across the last week or month.
  • Checking the consensus analyst rating before an earnings report or a major decision.
  • Weighing a new call against the accuracy history of the analyst behind it.

Connector and data providers

Connector: the Firecrawl connector. Benzinga's tools in Firecrawl Alexandria reach Claude by way of this connector, and Firecrawl bills each lookup to the team you picked when connecting.

Data providers in Firecrawl Alexandria

ProviderToolPurpose
BenzingaAnalyst ratingsEvery upgrade, downgrade, initiation and target revision, naming the firm and analyst and giving the earlier and latest rating and target. Requires a paid Firecrawl plan.
BenzingaConsensus ratingsAnalyst counts at strong buy, buy, hold and sell for a stock, together with the consensus price target and the highest and lowest targets.
BenzingaAnalyst rosterFirm and accuracy for each analyst, covering success rate, average return and how many ratings count toward it, over one month to three years.

Explore Firecrawl Alexandria data providers across categories

Starter prompt

Put your ticker where AAPL is and send:

Use Firecrawl to go through the last 30 days of analyst coverage on AAPL
using Benzinga's analyst data in Firecrawl Alexandria. Tell me what each
tool costs before running it.
 
Then give me:
- All upgrades, downgrades and initiations, with date, firm, analyst,
  earlier and latest rating, and earlier and latest price target.
- Price target revisions where the rating held steady.
- The current consensus rating and consensus price target, plus analyst
  counts at buy, hold and sell.
- For the two newest rating changes, the analyst's one-year success rate
  and average return.
 
Present the data as Benzinga reports it, without buy or sell advice.

Before you start

  • Have a paid Firecrawl plan. Upgrades and downgrades come from Benzinga's ratings calendar, which runs on paid plans only. Sign up or upgrade beforehand.
  • Hook up the connector. Press Connect on the Firecrawl connector page. A Firecrawl sign-in page appears; log in there, pick the paid team and authorize the connector, with no API key involved. Firecrawl in Claude has the full walkthrough.
  • Turn Firecrawl on in the chat. Click +, open Connectors and enable it.
  • Data terms for some providers. A few Firecrawl Alexandria providers can't be used until your organization has agreed to their terms, which an admin takes care of from the Firecrawl dashboard.

Limitations of using Claude to track analyst upgrades and downgrades

Rating changes arrive at any hour, dozens a day across the market, and an assistant leaning on training data and web search can't keep pace. Six problems stand out.

  1. Stale calls get passed off as current. Claude models learn from data up to a cutoff and may miss what happened afterward (Anthropic). Anthropic also says links found through web search occasionally fail to work (Anthropic). The result can be last quarter's downgrade described as the analyst's present stance.
  2. Targets trail the stock. If a share price slides and some analysts hold off on trimming their targets, the spread between estimates grows and the consensus target is left too high, per a 2024 Management Science paper. Any consensus copied out of an article carries that lag along.
  3. Rating moves and target moves are tracked apart. Under FINRA Rule 2241, research from member firms has to chart when each rating or target was assigned or revised. Headlines often mention one and skip the other.
  4. Firms use the labels differently. Words like buy, hold and outperform aren't standardized across brokerages, and an analyst's employer may underwrite or own shares of the company being rated (SEC). Treating every rating as if it used the same scale loses that.
  5. Accuracy varies by analyst. Average hit rates conceal big differences from one analyst to the next (AnaChart), which is why the record of whoever made a call changes how much it's worth.
  6. Calls that never happened. According to Anthropic, Claude may present quotes that seem authoritative yet "are not grounded in fact", and readers should check the sources it cites (Anthropic). A fabricated upgrade credited to a real bank reads no differently from an actual one.

How it works

One catalog and three Benzinga tools do the work:

  • Firecrawl Alexandria: gives AI agents data straight from the organizations that publish it. Its 100+ official providers are paid under agreement whenever their data is used, and they sit beside indexes Firecrawl keeps of the web, research literature, developer material and government content. Firecrawl's 845-task evaluation kept model and prompts identical, had an AI judge score answers blind, and found agents with Firecrawl Alexandria reached 21% higher answer quality than agents that had built-in web tools alone.
  • Each individual call: the ratings calendar can be cut down to one ticker, a date range, a kind of action such as an initiation, a single firm or analyst, or a minimum Benzinga importance score.
  • The consensus: consensus ratings show in one view where all the analysts covering a stock currently land.
  • Who made the call: the roster links an analyst's name to an id and an accuracy history, and the id can be used to pull every rating that analyst issues.

The connector only gives Claude access to your Firecrawl account. It can't look at a brokerage account or trade.

Tracking analyst ratings in Claude with and without Firecrawl Alexandria

Claude searching the webClaude with Firecrawl Alexandria
Rating sourceArticles and weekly roundups that mention a callThe Benzinga ratings calendar, queried when you ask
The change itselfA headline such as "upgraded to buy"Earlier and latest rating, earlier and latest target, and the direction of the target move
Who issued itThe firm, if the story names itFirm and analyst name, both with ids you can follow
FilteringSearch terms onlyTicker, dates, action type, firm, analyst and how important Benzinga rates the call
Broader contextAssembled from several pagesConsensus rating and target alongside counts at strong buy, buy, hold and sell
Analyst accuracyUnavailableSuccess rate, average return and rating count per analyst over one month to three years
Data sourceHard to traceBenzinga, which is among the 100+ official providers in Firecrawl Alexandria, a catalog that reaches across finance, government, companies, travel and other areas. Browse every provider

Build your own analyst ratings workflow

Write the prompt around the question you really have. To check several tickers at once for new upgrades:

With Firecrawl, look at MSFT, GOOGL, AMZN, META and NFLX for analyst
upgrades and initiations from the past two weeks with importance 3 or
higher. Give firm, new rating and new price target for each, ordered by
the size of the target change.

To follow a single analyst you trust:

Use Firecrawl to look up Dan Ives in Benzinga's analyst roster, with his
firm, one-year success rate and average return. After that, list all his
ratings from the past 90 days with ticker, action and price target.

Telling Claude which stocks or analysts, which kinds of action and what order to sort in keeps the reply short.

Take it further

Every change on a stock this month

Use Firecrawl to show this month's upgrades, downgrades and price target
changes on AAPL, including firm, analyst, earlier and latest rating, and
earlier and latest target.

Where analysts land today

With Firecrawl, give me NVDA's consensus analyst rating and consensus price
target, along with how many analysts rate it buy, hold or sell.

Vet the analyst first

Use Firecrawl to find the newest downgrade on TSLA, then pull that analyst's
one-year success rate and average return.

Track one firm's calls

With Firecrawl, list each rating change Morgan Stanley issued this month on
NVDA, AMD, AVGO and MU, with the action and the new price target.

Check tools and prices before anything runs

Use Firecrawl to find the tools that cover analyst ratings and price
targets, and give each one's per-call price before running any of them.

What it costs

Exploring tools, reading their output fields and viewing prices are all free. Credits are spent when Claude actually runs a tool, from the team you linked, and the pricing page shows each plan's allowance.

Benzinga toolAnswersCredits per call
Analyst ratingsNew coverage, rating raises and cuts, and target revisions (paid plans)30
Consensus ratingsThe overall analyst stance on a stock30
Analyst rosterWhich firm an analyst works for and how accurate they've been30
Research firmsThe list of firms Benzinga covers, for filtering to one30

Claude looks up the price of each tool before calling it, so it can check with you first if you ask.

[ Analyst ratings in Claude ]

Connect Firecrawl and ask Claude which analysts changed their view on any stock. Finding the right tool is free.

Related use cases

Coverage limits

  • US-listed stocks. Benzinga's ratings calendar covers analyst calls on companies listed in the US.
  • The call without the research. A record has the rating and target, occasionally with a brief note, but not the full research report or the analyst's reasoning.
  • No investment advice. The ratings are published data, and acting on them is your decision.