Skip to content

Project

Perplexity

Perplexity is an AI-powered answer engine combining a chatbot with real-time web search to produce cited, synthesized answers to queries.

Known aliases

  • Perplexity AI
  • Perplexity.ai
  • Perplexity AI Inc.
  • perplexity-ai[.]online
  • PerplexityBot
  • Perplexity-User
  • r/perplexity_ai

Current stories

buildOne report1 publisher

Cloudflare starts measuring Verified bots against robots.txt and 429 responses over time

Cloudflare has introduced a system that scores Verified bots on robots.txt compliance and on whether they slow down after an HTTP 429. It reports the result as a trust band, and Cloudflare says it will share scores on Radar later.

Reality

Evidence35
Adoption10
Hype gap+10
Incentives60
Confidence65
securityOne report1 publisher

Hyperlocal sites in at least 14 states appear written for AI crawlers, VisionHeight finds

VisionHeight, an Israeli threat intelligence firm, found hyperlocal websites in at least 14 states that appear written for AI crawlers to read. The firm says Perplexity cited one page as its first source for an answer. It has not named who runs the network.

Publishers:cyberscoop.com

Reality

Evidence40
Adoption5
Hype gap+25
Incentives45
Confidence50
buildOne report1 publisher

GPT-4.1 falls from 93.49% to 14.58% on BrowseComp-Plus when BM25 does the searching

GPT-4.1 scored 93.49% on BrowseComp-Plus with documents supplied and 14.58% when BM25 searched, according to The New Stack. That 78.9-point gap sizes the room for retrieval work on one fixed corpus. Production failure rates need their own measurement.

Publishers:thenewstack.io

Reality

Evidence58
Adoption
Not scored
Hype gap+15
Incentives
Not scored
Confidence55
buildOne report1 publisher

Perplexity prices its open-weight decision model at a fifth of OpenAI's input rate

OpenAI, Microsoft and Perplexity launched decision-model APIs within nine days at $0.10, $0.042 and $0.02 per million input tokens. Perplexity's 27B weights are Apache 2.0, so a buyer with a roughly 49 GiB GPU can self-host v1.1.

Publishers:dev.to

Reality

Evidence35
Adoption
Not scored
Hype gap+20
Incentives
Not scored
Confidence40
buildOne report1 publisher

SubQ Snap charges about two cents to read a full 384K-token window

Subquadratic launched SubQ Snap at $0.05 per million input tokens with a 384K-token window, the sixth hosted decision model in about three weeks. No outside lab has run it, so every score in the launch is a claim about Subquadratic's own test set.

Publishers:dev.to

Reality

Evidence25
Adoption
Not scored
Hype gap+40
Incentives
Not scored
Confidence55
investOne report1 publisher

Perplexity's CEO says sovereign funds want its agent platform on their hardware, blind to their data

Perplexity CEO Aravind Srinivas says sovereign wealth funds want its Computer agent platform on their own hardware, with open-weight models and no telemetry. No fund, deal size or country is disclosed, so the evidence is the CEO's account of requests.

Reality

Evidence30
Adoption
Not scored
Hype gap+20
Incentives55
Confidence40
buildConfirmed6 publishers

Signed requests would meet two of the four conditions Amazon sets for agents

Amazon cut Meta's Muse off for arriving unannounced, browsing without identifying itself, and appearing to keep customer credentials. Signed-request verification, already running at Cloudflare and CloudFront, answers the middle objection.

Perspective Coverage

7 publishers
Builder
Builder 25%
Operator
Operator 36%
Investor
Investor 39%

Reality

Evidence68
Adoption40
Hype gap+15
Incentives78
Confidence64
investConfirmed9 publishers

Meta, Stripe, Walmart and others launch joint personal agent protocol amid rival standards

Meta, Walmart, Stripe and Sierra are publishing an open protocol to identify AI shopping agents as Stripe Link's agentic purchases rose 38-fold in a month. Stripe and Walmart also back rival protocols, so merchants setting rules for bots face several standards at once.

Perspective Coverage

12 publishers
Builder
Builder 33%
Operator
Operator 42%
Investor
Investor 25%

Reality

Evidence60
Adoption10
Hype gap+35
Incentives70
Confidence62
buildOne report1 publisher

AWS, Upstage and Ollama adopt TypeSafe's System One schema for decision models

AWS, Upstage and Ollama now serve decision models through TypeSafe's System One request format, within three weeks of TypeSafe launching Jev. OpenAI has not signed on, so teams wiring decision calls into agents are picking an interface while the standard is still forming.

Publishers:thenewstack.io

Reality

Evidence55
Adoption45
Hype gap+15
Incentives
Not scored
Confidence50
buildConfirmed4 publishers

OpenAI splits classification into a Decisions API priced at 10 cents per million input tokens

OpenAI's Decisions API answers yes/no, pick-one and scale questions for $0.10 per million input tokens, with output free. Jev sells the same three question types for text at less than half that, so OpenAI's case rests on image input and compliance terms.

Perspective Coverage

4 publishers
Builder
Builder 59%
Operator
Operator 24%
Investor
Investor 17%

Reality

Evidence62
Adoption20
Hype gap+15
Incentives45
Confidence60
investOne report1 publisher

Intuit adds Meta's Muse to the AI assistants that can run QuickBooks payroll and taxes

Intuit added Meta's Muse to its QuickBooks connector, so small businesses can run payroll, close books and file taxes from Meta's assistant. Muse joins OpenAI, Anthropic, Google and Perplexity as partners, and each one works from permissioned ledger data that Intuit controls.

Reality

Evidence45
Adoption30
Hype gap+20
Incentives70
Confidence50
buildOne report1 publisher

Pi's v0.99.0 adds MCP by running tool calls in a sandbox outside the model's context

Pi shipped MCP in v0.99.0 using a sandbox that keeps tool schemas out of context, where three servers took 143,000 of Perplexity's 200,000 tokens. Other harnesses can copy the design if they are willing to host an interpreter that runs model-written code.

Publishers:dev.to

Reality

Evidence32
Adoption
Not scored
Hype gap+35
Incentives
Not scored
Confidence35
buildOne report1 publisher

Pi 1.0 runs MCP tools inside a sandbox so their output stays out of context

Earendil's Pi 1.0 coding agent ships native MCP support after more than a year of criticising the protocol, running tool calls inside a WASM sandbox. The team credits a more stateless July 2026 spec and a sandbox it already needed for non-LLM models, so MCP support was a small addition.

Publishers:dev.to

Reality

Evidence40
Adoption35
Hype gap+20
Incentives40
Confidence40
buildOne report1 publisher

Pi adds MCP through a JavaScript sandbox that skips tool-schema preloading

Pi made MCP a core feature in version 0.99.0 on September 29, 2026, after its creator Mario Zechner spent over a year arguing against the protocol. In Pi, models call MCP tools from JavaScript in a QuickJS sandbox, so tool schemas are not preloaded into context.

Publishers:dev.to

Reality

Evidence40
Adoption
Not scored
Hype gap+30
Incentives
Not scored
Confidence45
productOne report1 publisher

Crusoe confirms Google will occupy its wind-farm data center campus near Amarillo

Crusoe confirmed on September 28 that Google is the end user of its Goodnight campus near Amarillo, a site wired to two 265.5MW wind farms. The deal takes Crusoe's power-first model past Abilene, with the same customer whose request halted a 2.7GW Crusoe build in Wyoming in June.

Reality

Evidence55
Adoption50
Hype gap+25
Incentives65
Confidence50
buildOne report1 publisher

Shopify keeps refunds and live-theme edits out of reach of its ChatGPT, Claude and Perplexity connectors

Shopify's three official AI connectors can change products, inventory and discount codes, while refunds, order edits and the live theme stay in the admin. On a live store, the open question is how many unstaged writes one request can carry.

Publishers:dev.to

Reality

Evidence58
Adoption
Not scored
Hype gap0
Incentives
Not scored
Confidence55
investOne report1 publisher

Google fights EU orders that would hand rival AI assistants Gemini's Android access on 60% of EU phones

Google is contesting two July 16 EU orders that would give ChatGPT, Claude and Perplexity Gemini's system-level access on about 60% of EU smartphones. The duty that matters most for voice, letting rival wake words run alongside Google's, is not due until August 2028.

Reality

Evidence35
Adoption
Not scored
Hype gap+20
Incentives55
Confidence40
buildOne report1 publisher

Hosted agent sandboxes from OpenAI, Perplexity and Gobare disagree on what survives idle time

Misha, who works on Gobare, found in public docs that OpenAI may delete a sandbox idle for an hour and Gobare pauses one after five minutes. Perplexity promises nothing between responses, so jobs that wait on a human or serve a preview have to fit one of those clocks.

Publishers:dev.to

Reality

Evidence45
Adoption
Not scored
Hype gap+10
Incentives60
Confidence50

Earlier coverage

  1. A 100-billion-document index for rent, and retrieval turns into a thing labs buy

    Product · August 25, 2026 · Confirmed2 publishers

  2. On-prem agents are now a purchasing decision: Perplexity's local Computer needs $4,800 of Nvidia

    Build · August 25, 2026 · Confirmed3 publishers

  3. Weizman's BragJack hijacks five Chromium AI assistants from a single installed extension

    Security · September 20, 2026 · Confirmed3 publishers

  4. Amazon shuts Meta's Muse out of its store with a terms-of-service popup

    Product · September 21, 2026 · Confirmed7 publishers

  5. Meta shares surge more than 20% after AI assistant Muse debuts

    Invest · September 22, 2026 · Confirmed20 publishers

  6. CMA keeps the yearly search prompt Google wanted swapped for a settings menu

    Invest · September 23, 2026 · Confirmed2 publishers

  7. Meta's Muse is the fourth AI agent Amazon has moved against

    Invest · September 23, 2026 · One report1 publisher

  8. Amazon shut Meta's Muse out of its store with a conditions-of-use popup

    Leadership · September 21, 2026 · Confirmed2 publishers

  9. Hundreds of OpenAI contractors read whole ChatGPT conversations to score the model's replies

    Security · September 14, 2026 · Confirmed2 publishers

  10. Sony and Warner Music Sue Anthropic Over Alleged Copyright Piracy

    Product · September 11, 2026 · One report1 publisher

  11. Perplexity triples revenue on an app audience that grew 45%

    Product · September 3, 2026 · One report1 publisher