Analyze Earnings Reports with AI
Use Pineify Finance Agent to retrieve available earnings transcripts and financial data, then ask for a comparison you can check. Specify the company, fiscal year, and quarter. Confirm each figure against its source before relying on the answer.
Start with the reporting period and source
The earnings transcript tool retrieves transcript text for a requested ticker, year, and quarter from Financial Modeling Prep. Coverage and publication timing vary. Other financial tools can provide reported earnings and estimate data. A missing transcript or estimate is a data gap, not a zero. For a useful review, keep GAAP and adjusted figures separate, distinguish fiscal from calendar quarters, and record when the estimate was observed. A consensus value retrieved after a release may differ from the estimate available before the announcement. Check important figures and quotations against the company release, filing, or original transcript.
How It Works
- 1
Choose a ticker and explicitly name the fiscal period. Ask the agent to identify the source publication date and the accounting basis of each result.
- 2
Request reported EPS and revenue separately from consensus estimates. If the estimate date or accounting basis is missing, mark the comparison as incomplete.
- 3
Ask for management guidance with speaker and surrounding context. Check the original passage before treating generated text as an exact quotation.
- 4
Compare the same metric across periods. Separate changes in the business from acquisitions, currency effects, accounting changes, and revised definitions.
What each source can contribute
| Feature | Pineify Finance Agent | Company earnings release | Earnings call transcript |
|---|---|---|---|
| Reported results | Retrieve available data and compare on request | Published figures and accounting definitions | Management discussion of reported results |
| Guidance | Ask for a source-backed summary | Published outlook, when provided | Prepared remarks and answers, when available |
| Verification | Check generated claims against original sources | Read footnotes and reconciliations | Read the full question and answer |
| Availability | Depends on connected data coverage | Depends on company publication | Depends on call and transcript publication |
Example Research Tasks
Example workflow: earnings surprise
Example question
“For a specified company and fiscal quarter, do reported EPS and revenue exceed the pre-release estimates?”
Illustrative response
Requested output: a table of reported value, estimate, accounting basis, estimate date, and source. Calculate a difference only when the periods and definitions match. This is a workflow example, not a reported company result.
Example workflow: delivery guidance
Example question
“How did a company change its delivery guidance across the last four reporting periods?”
Illustrative response
Requested output: each original guidance statement, publication date, later revision, and comparable actual result. Identify withdrawn guidance and incomparable definitions explicitly. No executive quotation or delivery result is asserted in this example.
Example workflow: peer review
Example question
“Which companies in a chosen peer group changed their full-year outlook?”
Illustrative response
Requested output: separate rows for metric, old range, new range, and source. Keep fiscal years distinct and mark companies that did not provide a comparable outlook. Wording changes alone do not establish future performance.
Sample Questions to Try
- ›Retrieve the transcript for this ticker, fiscal year, and quarter.
- ›Separate GAAP and adjusted EPS in the latest earnings release.
- ›Which source and date support the consensus estimate?
- ›What guidance changed, and where is the original passage?
- ›Compare cloud revenue growth across two companies using matching periods.
Frequently Asked Questions
This content is for educational and informational purposes only and does not constitute financial advice.