---
title: "Same research tasks. Deep research tools, research APIs and this pipeline."
url: "https://littlebit.dev/benchmark/"
description: "I'm running the same research tasks through deep research from Claude, ChatGPT, Gemini and Grok, through research and enrichment tools such as Parallel, Exa and Clay, and through this pipeline. The results go here, with the full method behind them."
---

Benchmark · results pending

# Same research tasks. _Deep research tools, research APIs and this pipeline._

I'm running the same research tasks through deep research from Claude, ChatGPT, Gemini and Grok, through research and enrichment tools such as Parallel, Exa and Clay, and through this pipeline. The results go here, with the full method behind them.

**Why measure first.** An earlier research product I built produced reports clients liked, but $100 per report was too much when ChatGPT covered about half of it.

![A cobalt wall with a narrow opening. A widening field of ochre light reveals small ink circles, squares and triangles.](/brand/littlebit-reveal-v2.webp)

Results pending. No numbers have been measured yet.

| Compared on | Claude | ChatGPT | Gemini | Grok | Parallel | Exa | Clay | This pipeline |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Quality how many values are right | Pending | Pending | Pending | Pending | Pending | Pending | Pending | Pending |
| Coverage rows found for the task | Pending | Pending | Pending | Pending | Pending | Pending | Pending | Pending |
| Speed time per row | Pending | Pending | Pending | Pending | Pending | Pending | Pending | Pending |
| Cost cost per row | Pending | Pending | Pending | Pending | Pending | Pending | Pending | Pending |

Published with task definitions, comparison setup, model versions, evaluation method, sources and limitations. As HTML tables, JSON and CSV.

More tools may be added before publishing. Costs and timings are shown only where measured and comparable.

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