G2

ren s.

Software Engineer

Small-Business (50 or fewer emp.)

8/18/2026

"Typed JSON with citations and confidence scores—perfect for CRM pipelines"

5/5

What do you like best about Parallel Task API?

I like that I just say what I want back. Company name or a JSON record, plus an output schema, and I get typed JSON I can drop into our CRM pipeline. I used to write scrapers or chain prompts and hope the shape stayed stable.

Basis is the part I didn't expect to use. Each field has citations and a confidence score, so someone can check a number. That matters for sales intel. A summary that just "sounds right" has burned us before. Review collected by and hosted on G2.com.

What do you dislike about Parallel Task API?

It's slow once you leave Lite or Base. Core and Ultra can sit there for a while, and I'm just polling. Fine for a batch. Annoying if I need one company now.

I still have to check the answers. Citations help, but I've seen a clean field point at a real page and still get the number wrong. If the output schema is a bit vague, I get a blob and I run it again. Review collected by and hosted on G2.com.

What problems is Parallel Task API solving and how is that benefiting you?

We used to enrich company records by hand or with scrapers that broke every other week. That ate hours and the fields never matched what sales needed.

Now we send a list plus an output schema and get founding year, funding, headcount back as JSON. Same work, less babysitting. Sales gets cleaner CRM data without waiting on us to finish another scrape run. Review collected by and hosted on G2.com.