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Parag Agrawal

Verified account Parallel Web Systems

@paraga

founder/ceo @p0 parallel.ai, device following @vintweeta
San Francisco, CA Joined April 2008
1.5K Following 539K Followers 3.6K Posts

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Parag Agrawal Verified account @paraga
Accuracy, cost, latency. Irrespective of what you are optimizing for, you should be using our web search for your agents.
Announcing Parallel for Finance: universal upgrades that make us the unmatched SOTA web search for Finance AI on the cost-accuracy frontier.

- On FinSearchComp's hardest tier (T3), Parallel is the most accurate search API at up to 2x lower cost than Exa and Perplexity. Parallel Fast comes second, at 10x lower cost than the others.

- On @samaya_AI's FrontierFinance, Parallel ties for the top score at 38% lower cost than Exa, and beats OpenAI, Perplexity, and Tavily on both accuracy and cost.

- On our new private PWS-Finance benchmark, Parallel leads, beating OpenAI's native search at 30% lower cost.
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Parag Agrawal Verified account @paraga
big leap on webjev quality, free, on open router
Models on OpenRouter Verified account @ModelsOnOR 1d
Parallel Decisions is now on OpenRouter. Parallel Decisions delivers the highest accuracy on web-grounded decisions for System One models like Jev. Get web-grounded answers 13× faster at 1/16 the cost of OpenAI’s GPT Luna with native web search.

Ask questions about the live web and get structured answers with probabilities and citations in under a second.
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Parag Agrawal Verified account @paraga
Upgrade your agent with a single prompt
Parallel MCP 2.0 is live.

It's the most powerful web search and retrieval MCP, launching today with four tools for agentic search:

- Web search
- Page extract
- Web-grounded decisions
- Deep research

Parallel MCP is free and keyless by default, with auth for advanced features and higher limits.

It's also the most configurable web data MCP, designed for admins to define web research standards across an entire fleet of agents.

Add it to any MCP client: mcp.parallel.ai/mcp

Learn more: parallel.ai/mcp?utm_source…
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Parag Agrawal Verified account @paraga
open-source decisions api benchmark with questions whose answers change with the world
Parallel Decisions beats Perplexity by 1.5x and OpenAI by nearly 2x on decisions that depend on the live web.

We’re open-sourcing the benchmark: PWS-Decisions, 300 questions whose answers change with the world. Run it on your own model.

Full results: parallel.ai/blog/pws-decis…
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