Tim H. is a retail trader with a day job and a concentrated portfolio of about fifteen stocks. He's not an institution, and he doesn't have a research team. But he does have earningscalls.dev, and he says it's the cheapest edge he's found in years. Tim is here to explain how an individual investor uses an earnings call API, what he does with the Chrome extension, and why he canceled two streaming subscriptions to pay for it.

Interview recorded on August 28, 2026. Plans and prices mentioned are the ones the interviewee was on at the time; current plans are on the pricing page.

Tim, you're a retail trader. Why does someone outside the industry need an earnings call API?

Because the information asymmetry is real. Institutions have teams reading every call the moment it ends. I have a job that doesn't let me listen to earnings calls at 2 PM on a Tuesday. Before earningscalls.dev, I'd catch a summary article the next day, which might or might not mention the thing I actually cared about.

Now I have a workflow. I set a watchlist in the Chrome extension. When a call goes live for one of my tickers, I get a desktop notification with an AI summary. I read the summary. If something looks interesting, I open the full transcript on the site, free and without a login, and search for what I need. If I want to go deeper, I ask Claude through the MCP server. The whole thing takes ten minutes instead of an hour of frustrated Googling.

Give us a specific example where this changed a decision.

Last quarter I held a semiconductor company. Headline numbers were fine. But I searched the executive segments for "inventory," and the CFO used the phrase "elevated channel inventory" three times in different contexts. The tone was more cautious than the press release suggested. I trimmed my position before the next trading day. The stock dropped eight percent over the following week. That one trade paid for my subscription for the next decade.

You're on Pro at $24.99. How did you justify that to yourself?

I canceled two streaming services I barely watched. The math was easy. The free reading tier would cover most of what I do. I don't need 3,000 API requests. But I upgraded for the MCP integration with Claude. Being able to ask "what did this CEO say about pricing power last quarter" and get a direct answer with source segments is worth the money alone. It's like having a research assistant who's read every call.

What's your biggest frustration with the platform?

Coverage for small-caps. Some of my smaller holdings don't have transcripts available. I've learned to check before earnings season whether my nano-caps are covered. For large and mid-caps, it's been reliable. For the really small stuff, it's hit or miss. That's just the reality of transcript availability, but it's worth knowing.

Would you recommend it to other retail traders?

Only if you're serious about earnings. If you're buying index funds and checking your account twice a year, you don't need this. But if you're trying to understand what management is saying between the lines, or you read transcripts at all, this is the cheapest way to do it properly. It's less than a bad dinner out per month.

How long did it take you to get comfortable with the API?

I'm not a developer, and I've never touched the REST API directly. I use the Chrome extension and the MCP server through Claude. The web interface for reading transcripts is just a website. The extension is a browser add-on. The MCP setup took me maybe ten minutes with the connector URL. You don't need to code to get value from this.

What's the AI summary like? Is it accurate?

It's good for triage. I wouldn't base a trade on the summary alone. If something catches my eye, I read the segments myself. But as a "should I pay attention to this call" filter, it's reliable. It picks up the key metrics and the tone. It won't replace reading the transcript, but it tells you whether you need to.

How has this changed your overall approach to investing?

I'm more patient. Before, I'd react to headlines because I didn't have the context to do anything else. Now I can wait for the call, read what management actually said, and make a decision based on the source material. That alone has improved my returns. I'm not smarter, I just react less.

Want to try the same workflows? You can search a whole sector, pull speaker-tagged transcripts as JSON or connect Claude through the MCP server. Plans and coverage are on the pricing page, and the full reference is in the API docs.