Competitor pricing changes in Slack
Every Monday, Letaido scrapes your competitors' pricing pages with Apify and posts only what changed to Slack.
Letaido's Apify integrations let an AI agent run your actors and tasks, read what they collect and act on it in 64 other apps.
Competitor, lead and content research, checked step by step. Open one to watch it run.
Every Monday, Letaido scrapes your competitors' pricing pages with Apify and posts only what changed to Slack.
Ask for a type of business in a city and Letaido scrapes Google Maps with Apify and adds the new ones to your leads sheet.
When your Apify review scraper finishes a run, Letaido adds the reviews to your Airtable table, matched on the review link.
Give a keyword and Letaido scrapes the top Google results with Apify, reads those pages and writes a content brief in Google Docs.
Letaido scrapes Reddit with Apify for the questions people ask about your topic, checks their search volume in Ahrefs and saves the keepers as a keyword list.
Ask about a scraper and Letaido finds its latest failed Apify run, reads the log and explains in plain words what broke.
Five ways to get Apify data into the rest of your stack.
| Option | Set up by asking | Reads the results | Runs on its own | No code | Connects thousands of apps |
|---|---|---|---|---|---|
| Yes | Yes | Yes | Yes | No | |
| Apify's built-in integrations | No | No | Yes | Yes | Partly |
| Zapier, Make and n8n | Partly | Partly | Yes | Yes | Yes |
| Apify API and clients | No | No | Partly | No | Partly |
| Apify MCP server | Yes | Yes | No | Yes | No |
| Option | How it works | Best for | Watch out for |
|---|---|---|---|
| Letaido AI agent | You describe the job. The agent runs actors or tasks, reads the results, decides what matters and acts in 64 other apps. | Research that needs a summary or a judgement call, not just a data dump. | 65 apps, not thousands. Letaido waits up to 5 minutes for a run; for longer runs, start the job when the run finishes. |
| Apify's built-in integrations | Set on an actor or task's Integrations tab: Slack, Gmail, Google Drive, Airtable, HubSpot and others, plus webhooks. | Sending each run's results or a run alert to one tool. | Each sends what it was built to send. |
| Zapier, Make and n8n | Workflows that start when a run finishes, or run an actor and pass the dataset to another app. | Fixed handoffs to apps nobody else connects. | You build and fix one workflow per job. |
| Apify API and clients | Developers run actors and read datasets over the REST API with a token, or with the JavaScript and Python clients. | Building scraping into your own product. | Needs developers to build and keep it running. |
| Apify MCP server | A hosted server at mcp.apify.com that lets AI clients such as Claude, ChatGPT, Cursor and VS Code search and run actors. | Pulling web data into a chat as you need it. | Runs when you chat. Other apps need their own connectors. |
Connect Apify once. After that, you describe each job in plain English.
Allow all read operations once per app; approve each kind of write once.
Save it to run on a schedule or when a run finishes.
A finished run, a schedule, or you asking.
In Apify Console, open Settings, then API & Integrations, and copy your personal API token.
The token can run any actor and read any dataset in your Apify account, so keep it private.
Say which actor or saved task to use. For an actor you haven't used before, the agent checks its input fields first.
Allow all read operations once per app; approve each kind of write once. Then save it to repeat.
33 actions across actors, tasks, runs, datasets, key-value stores and schedules.
Copy your API token from Settings, API & Integrations in Apify Console and paste it into Letaido. The token can run any actor and read any dataset in your account.
Yes. Every actor run uses your own Apify plan's usage, and some actors charge per result. Check an actor's pricing before you schedule it.
Yes. A run of an actor or task that succeeds, fails or times out can start a job, like adding new reviews to Airtable. Letaido registers the webhook in Apify for you.
Yes. Apify hosts one at mcp.apify.com for AI clients such as Claude, ChatGPT, Cursor and VS Code. Letaido is not an MCP server. It has its own Apify connector, mixes Apify with your other apps and runs jobs on a schedule or when a run finishes.
Yes. With Letaido, the agent can run an actor such as the Google Maps Scraper and add only the new rows to your sheet, as in the leads job above.
When the agent waits for a run, it waits up to 5 minutes and tells you if no results came back. For longer scrapes, schedule the task in Apify and start a Letaido job when the run finishes.
Any actor your token can run, including public ones from Apify Store and your own. For an actor it hasn't used before, the agent reads its input fields first.
Allow all read operations once per app; approve each kind of write once.
Connect Apify, then ask for a job like "Scrape competitor pricing pages weekly and post changes in Slack". Leta gets it done on your schedule, or the moment you ask.
Get LetaidoLook up actors, saved tasks, and their stored inputs and configuration details.
Start actor or task runs immediately and retrieve results synchronously or asynchronously.
Check run status and logs, abort in-progress runs, or resurrect finished ones.
List datasets and paginate through their rows to pull scraped or processed output.
Append rows to a dataset or permanently delete a dataset.
List stores, read store metadata, and retrieve individual records.
Create or overwrite a record in a key-value store, or delete a single record.
List queues, inspect queue details, add new URLs, and read individual queued requests.
Create, update, list, and delete cron-driven schedules that run actors or tasks automatically.
List all webhooks configured on the account to review trigger and event settings.
Verify account identity associated with the API token.