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Before agents, there was no reason to optimize web search to the extreme.
Parallel Web Systems@p0
Introducing Parallel Search Turbo: the fastest and most affordable way to bring the web to your AI.
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Parag Agrawal
3.5K posts
Parag Agrawal
@paraga
founder/ceo @p0 https://t.co/KLxULH5Io7, device following @vintweeta
San Francisco, CA Katılım Nisan 2008
1.5K Takip Edilen542.2K Takipçiler
When search gets fast and cheap enough, agents stop rationing tool calls and start fanning out queries.
Turbo mode collapses per-call latency and cost until the loop changes shape.
Congrats on the launch @p0!
Parallel Web Systems@p0
Introducing Parallel Search Turbo: the fastest and most affordable way to bring the web to your AI.
English
Excited to share what I've been working on. Proud of what we've built here for web search. Speed, cost, quality. You don't have to choose between them anymore.
Parallel Web Systems@p0
Introducing Parallel Search Turbo: the fastest and most affordable way to bring the web to your AI.
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Parag Agrawal retweetledi
Parallel Search Turbo is the fastest web search for voice agents.
To show you just how fast it is, we built a voice agent using @cerebras and @cartesia
Try it out: voice.paralleldemos.com
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Parag Agrawal retweetledi
Build runs 50+ Monitor API queries per project: grid capacity, zoning dockets, council agendas, competitor filings. The Task API then validates every event against dynamic geofences, pulling actual jurisdiction polygons from OpenStreetMap instead of fixed-radius circles.
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Parag Agrawal retweetledi
Agents will use the web more than humans ever have. High-accuracy AI web search is what @p0 is built for.
We're proud to power the training and inference behind its Web Tool APIs, with 2x lower latency, 3x higher throughput, and 3x lower cost.
Baseten@baseten
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Maik Taro Wehmeyer@MaikTWehmeyer
We raised a $110M Series C to power AI transformation in financial services. Led by Goldman Sachs, with participation from @balderton, @IndexVentures , @dig_ventures, @tigerglobal, @VisionariesVC, and @ycombinator. Great news for banks and insurers. Tough news for fraudsters and money launderers. Tough news for credit processes that make businesses wait weeks for an answer. Tough news for onboarding workflows that reject good customers. Tough news for claims processes where a single review takes days. We’re serious about solving our customers’ problems, so we hired the toughest people on the planet to get the word out: New Yorkers. If they didn’t convince you yet, here’s what we want everyone in our industry to know: AI can now reliably automate the decisions that define performance in banking and insurance. This was not true just 6 months ago - and it creates huge opportunity for efficiency gains and better customer experiences. But model capability is not the full solution. The challenge is making every AI-driven decision reliable, controlled, and ready for the most regulated industry. That’s what we’re building at @taktile_org. From New York to the world. To our customers, partners, investors, and team: thank you for getting us here. Very excited to collaborate with the @GoldmanSachs Asset Management team on the next chapter. Learn more: taktile.com/series-c-annou…
ZXX
Parag Agrawal retweetledi
Standard Metrics just launched web search in our AI Analyst, and the partner powering it is Parallel Web Systems. @metrics_co 🤝 @p0 🔍
When evaluating providers, we were looking for a providers with advanced URL reading, structured content extraction, and the ability to handle nuanced financial queries at scale. Parallel delivered.
Now investors can compare portfolio companies to public comps, track news sentiment, surface financing rounds, and pull specific facts directly into LP updates, all without leaving our AI Analyst.
Huge thanks to the Parallel team and more on what's possible via the launch at our latest blog: standardmetrics.io/introducing-we…
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Parag Agrawal retweetledi
Parag Agrawal retweetledi
Introducing @PoeticHQ: a new AI system that executes complex multi-hour tasks with 99%+ accuracy and 10x fewer tokens than agents.
We raised $50M at $500M from Kleiner Perkins, Founders Fund, First Harmonic, and Genius Ventures to build AI that does complex work inside Fortune 500 companies without hallucination.
While code is too brittle, agents are too unpredictable. The work that runs the global economy - anti-money laundering, fraud investigations, underwriting - needs extreme accuracy.
So we built a new kind of software that pairs the flexibility of AI with the predictability of code.
When the world stays the same, Poetic runs fixed code: fast, cheap, identical every time. When the world changes, Poetic uses AI to regenerate its approach and find its way back to the objective.
In one year, we went from zero to an eight-figure run rate as a team of four.
Since then, we’ve scaled the team and executed the highest-stakes processes at AIG, SoFi, and Chime. At SoFi, a large US bank, Poetic reached 99%+ quality on fraud investigations in five weeks.
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Parag Agrawal retweetledi
We're thrilled to build on our collaborations with @stripe, joining Stripe Projects to make it easier than ever to provision high-accuracy web search from the terminal.
Here's how quickly you can get started:
Stripe@stripe
New providers now available on Stripe Projects: @Wix @laravelphp @HeyGen @prisma @automattic @p0 @ExaAILabs @Base44 @ClickHouseDB @supermemory @usekernel @blaxelai @getmetronome @AgentPhoneHQ @e2b @postalform
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Default for new, <10 seconds to switch your existing 🦞 - free and keyless
Parallel Web Systems@p0
The best web search for AI is now the keyless default in @openclaw Free, no account, LLM-optimized. Just powerful web search for your claw 🦞
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first time on video @travers00 talking about our work at @p0
Willem@vanlancker
Following rapid growth, a $100M Series B, and a slate of new launches, I sat down with Parallel co-founder @travers00. @p0 is building core search infrastructure for the agentic web: systems that enable AI to retrieve, structure, and reason over information across the internet with speed, accuracy, and reliability. I joined Travers at Parallel’s new Palo Alto office for a wide-ranging conversation on: > The pace going from launch last August to becoming critical infrastructure powering production workflows at companies like Notion, Harvey, Granola, and more. > Why Parallel sees the future of search as far beyond “ten blue links,” toward systems built for retrieval, reasoning, monitoring, and computation. > The changing nature of the web itself: its economics, openness, and what happens as agents become primary users. > The artistry and legacy of internet history shaping the company: Olivetti typewriters, Douglas Hofstadler, Lloyd Shapley, Christo & Jeanne-Claude, Google’s Search Box, and how it inspired programs like the Museum of the Human Web. This is an extensive and wide ranging look into one of the most interesting sectors of the agentic web. We @terraincap feel lucky to have worked with Travers and the team since the start just two years ago. So much to do.
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Thanks @benthompson for such a wide-ranging and fun conversation.
Read/listen if you want to go deep on business models around content for an agentic web.
Stratechery@stratechery
5-21-2026 ($) An Interview with Parallel Founder Parag Agarwal About Valuing Content on the Agentic Web stratechery.com/2026/an-interv…
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Parallel Web Systems@p0
Parallel now supports x402 payments. AI agents are expanding their presence across the open web. For that to scale sustainably, they need to pay for what they use, programmatically, at runtime. x402 gives any agent access to Parallel's Search, Extract, and Deep Research APIs, starting at $0.01 per call. Get started: docs.parallel.ai/integrations/a… @CoinbaseDev @linuxfoundation
QME
Yes! For humans, ads was the most efficient business model due to the human cognitive overhead with payments. With agents, direct payments will work much better.
This is why I’m so optimistic about high quality content thriving on the web as agents take over.
Patrick Collison@patrickc
Cool release from @p0. I think this use-case (agents paying content creators for access via @mpp) will be very big. Micropayment walls haven't worked (as Clay Shirky anticipated many years ago) because of human cognitive overhead, but agents can make arbitrarily granular determinations without decision fatigue.
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Parag Agrawal retweetledi
There are a small number of elite go to market leaders. Graham Moreno is one of them.
He recently joined @p0 to help lead GTM. Before that, he was at Cognition, Grafana, and MongoDB.
One of his core philosophies is that a great go to market system raises the floor and introduces predictability while still leaving space for exceptional people to use their judgment to delight the customer.
“One of my favorite stories is, one of the best reps I’ve ever worked with, during the pandemic found out that the son of a champion at one of his companies had been taking guitar lessons and couldn’t anymore because of COVID. So he ended up teaching this guy’s kid guitar over Zoom during COVID.
And he also didn’t tell anyone. No one found out about this for a long time. Then the champion at this account brought it up on a call with me six months later and was like, ‘Oh yeah, Isaac has been teaching my son how to play guitar.’ At no part in our process does it say, ‘teach someone guitar.’”
This is one of my favorite deep dives on what it means to be an executional revenue leader in a post AI world. Hope you enjoy it as much as I did.
Timestamps
00:32 Has the sales playbook changed in the AI era?
02:13 Why "showing up" beats letting the marketplace decide
06:50 Why great salespeople sell to engineers and executives in one motion
11:37 Selling to AI-native buyers who grew up on ChatGPT
13:49 Same seller, different tempo: 8 weeks vs. 8 business days
15:57 How AI-native buyers handle build vs. buy decisions
17:48 The rep who taught a champion's son guitar over Zoom
19:03 Raising the floor without capping the ceiling
22:09 Why too much process narrows the kind of seller you attract
25:46 The three pillars of GTM excellence
31:00 Building peers who are 80% aligned, not 100%
38:03 Whether AI is changing what good enablement looks like
41:35 Selling against direct and implied competitors at once
42:45 Instrumenting the funnel from stage zero to close
45:57 Why post-sales should always roll up to the revenue leader
48:19 The case for outsized commissions
52:02 The 96 hours of panic before Cognition acquired Windsurf
53:04 How far out should a GTM leader be planning?
57:53 What a normal week looks like in hypergrowth
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Parag Agrawal retweetledi
Very excited to be part of this launch. Congrats @paraga and team ✨✨✨
Parallel Web Systems@p0
Today we're launching Index: a platform for content owners to understand how AI agents use their work, and earn revenue when they do. Our first partners include @TheAtlantic, @FortuneMagazine, @PRNewswire, @PitchBook, @ZoomInfo, @Tracxn, @RocketReachCo, @enigma_data, @fiscal_ai, plus creators @alexeheath, @mariogabriele @azeem, @every, and @packyM.
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We started @p0 based on the belief that AI agents will use the web 1000x more than humans, and we need new tech and business models as a result.
We are already seeing agents scale on our infrastructure, and this is the starting point for a new business model for the web.
Parallel Web Systems@p0
Today we're launching Index: a platform for content owners to understand how AI agents use their work, and earn revenue when they do. Our first partners include @TheAtlantic, @FortuneMagazine, @PRNewswire, @PitchBook, @ZoomInfo, @Tracxn, @RocketReachCo, @enigma_data, @fiscal_ai, plus creators @alexeheath, @mariogabriele @azeem, @every, and @packyM.
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