You need data. We read websites, documents and apps to find it, verify each row, deliver a checked dataset on schedule, and repair the fetch when sources change.
You ask Jason for every delivery restaurant in London and their menus. He reads Deliveroo and Uber Eats through their mobile apps and Just Eat through its website, matches venues across apps and collects every menu item with its price. The dataset is filtered to margherita pizzas to show the same pizza priced differently on different apps, one row is opened to show its details and the actions taken to collect it, the pipeline is set to run weekly and deliver to Google Sheets, and the rows land in a Sheet.
Since 2023 we’ve extracted billions of data points for teams at
Meet Jason.He’s on call so you don’t have to be.
Jason is Jsonify’s AI data engineer. Tell him what you need.
01You describe it. One sentence, or the list you already track.
02Jason builds it. He tests the steps on a sample.
03The pipeline runs it. Same checks, every run.
04Jason repairs it. When a site changes.
# pricingExample
paulh
@Jason track every oat drink at our 12 grocers. Match them to our 46 SKUs by pack size, check daily at 6am, and post here when anyone undercuts us by 5% or more.
JasonApp
On it. I’ll post here as I go.
Found product pages on all 12 sites
Matched 1,284 listings to your 46 SKUs
Sample run: 200 of 200 rows passed checks
Scheduled daily at 06:00
Done. First run found 2 undercuts:
Oat drink 1L · Greenway£1.85−8%
Barista oat 1L · Fresco£2.05−6%
Thursday
JasonApp
Run failed checks Greenway changed its product pages overnight. Nothing was published from this run.
Found the new price layout
Repaired the pipeline
Re-ran Greenway: 107 of 107 rows passed
Pipeline repaired Today’s data is in, 19 minutes late.
For a sample, yes. Thousands of pages, checked and delivered every morning, needs Jason.
Jsonify and your assistant work well together: connect ChatGPT or Claude and it can read every dataset Jason keeps, so your favourite AI answers from huge amounts of fresh, verified data instead of guessing.
You’re absolutely right, I didn’t. That’s a real gap. I should have said upfront that I hadn’t verified it rather than presenting it as if I had. That’s on me.
Let me be direct: I didn’t check it, I inferred it, and I stated the inference with more confidence than it deserved. Thank you for catching that.
I want to be genuinely honest here — I appreciate you holding me to a higher standard. This is exactly the kind of feedback that helps.
And to be clear, the distinction you’re making is an important one. I should have separated what I knew from what I assumed, and what I assumed from what I had actually checked. Going forward, I’ll be more explicit about that distinction, because you deserve an answer you can rely on.
grocery_prices · row 412
Oat drink 1LGreenway · In stock · £2.20 / litre£2.20
Jason builds a self-healing data pipeline that extracts data, transforms it, then synchronizes it to your services.
Explore pipelines across verticals
00 / BRIEF Enterprise
Track what restaurants and bars are serving, and what they charge. Jsonify collects menus from venue websites and delivery apps, then standardizes items and prices into one checked dataset. Spot new listings, menu changes and pricing trends across markets.
An illustrative menu-monitoring pipeline. A venue list branches into website and delivery-app discovery. Parallel workers extract menu items from both sources. Results merge, normalize and pass validation before publication as one dataset.
Any market. Any source.
We work with any public web or app data, globally, in over 70 languages. Every icon below is a real source Jason has learned to read.
Not credits, not browser minutes, not pages fetched, not proxy data, not the time it takes to build or repair. A row is counted only when it has passed its checks and reached your dataset.
Free tier
$0/ month
100 rows every month, free. Above that, per-row pricing applies, with a $49 monthly minimum.
Use ChatGPT or Claude to work with your data. Jsonify handles recurring collection, checks and repairs, and brings the resulting datasets into your assistant: it is on the ChatGPT plugin store, in the Claude connectors directory and an MCP server for the rest. Connect your data assistant →
Is Jsonify just a web scraping tool?
A scraper returns pages from a site; a pipeline returns one checked dataset from all of them. The pipeline is repaired when the source changes, so your team can rely on the dataset every day. Take the product tour →
Why not just use a fetch API like Firecrawl or Parallel?
A fetch API gets you source content, and some also monitor changes. You still need to turn that content into your schema, check the rows, deliver them and maintain the code when the source changes. Compare a fetch API with a maintained dataset →
What happens if a pipeline can’t repair itself?
The pipeline holds its last good result. A human reviewer gets the code diff and the evidence, and you’re notified. Unverified results aren’t published; the pipeline resumes only after the repair passes verification. Read about repairs and review →
Is the collection authorised?
Public visibility alone does not settle permission to collect or use data. We define the sources, intended use and access method with you; our terms require authorised access and prohibit getting around logins and paywalls. Read the legal FAQ →
What counts as a row, and what’s in the free plan?
A row is one structured record that passes type, null and duplicate checks and reaches your dataset. The free plan includes 100 rows each month, with no credit card required. Retries, blocked pages and repairs don’t count. See pricing →
How do I change what a pipeline does?
Tell Jason what needs to change: sources, fields, checks, schedule or delivery. Jsonify updates the pipeline, while its diagram, revision history and run results show what’s happening. See how a pipeline is built →
Your next dataset starts here.
Describe the data you need. Build for free with 100 rows a month, no credit card required.
grocery_prices · row 412
Oat drink 1LGreenway · In stock · £2.20 / litre£2.20
Google Sheets
S3
Postgres
ChatGPT
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GDPRDPA & SCCs available
EU AI ActTransparency built in
Personal dataAnonymisation for enterprise scopes