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AI news Perplexity jumps 50% after one big change

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AI news Perplexity jumps 50% after one big change

The AI news out of Perplexity this week confirmed what many had been watching build since February: the company’s annual recurring revenue hit $450 million in March, a 50 percent jump in a single month, after it launched an AI agents product called Computer and shifted to usage-based pricing.

Summary

  • The Financial Times reported the $450 million ARR milestone, citing figures seen by the publication; the jump is the fastest monthly revenue increase in Perplexity’s history since its 2022 founding, bringing ARR from $305 million to $450 million in approximately 30 days
  • The revenue acceleration was driven by two changes made on February 25: the launch of Computer, an autonomous agent platform that orchestrates 19 specialized AI models to complete complex tasks, and a credits-based pricing model that charges users beyond a set monthly allocation
  • Perplexity now has over 100 million monthly active users including tens of thousands of enterprise clients, with subscription tiers ranging from $20 to $200 per month; the company was valued at $20 billion in September 2025 and had set an internal target of $656 million in ARR by end of 2026

As PYMNTS reported, the revenue surge tracked closely with Perplexity’s pivot from AI-powered search toward autonomous agents that execute tasks rather than answer questions. Computer, the flagship agentic product, functions as an orchestration layer coordinating up to 19 specialized AI models from providers including OpenAI, Anthropic, and Google to execute multi-step workflows. CEO Aravind Srinivas described the system as one where “one reasons, another codes, another writes.” Perplexity also dropped advertising entirely in February, citing concerns that ads would erode trust in AI-generated outputs, concentrating its revenue entirely on subscriptions and usage fees tied to performance.

The revenue trajectory tells the story. Perplexity grew ARR from $16 million to $305 million over two years, which was already fast. Then in a single month it added $145 million in annualized revenue. That acceleration reflects something becoming a core thesis across the AI industry: users will pay significantly more to have AI do things than to have AI say things. The usage-based pricing model reinforces this because revenue now scales with actual compute consumed by agent workflows, aligning monetization directly with value delivered. The company still faces lawsuits from publishers including The New York Times and Britannica alleging copyright infringement, as well as a separate privacy suit it has denied.

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What the $450 Million Figure Means for Enterprise AI Broadly

The competitive landscape has shifted. Perplexity is no longer positioned against search engines but against enterprise automation platforms, where execution and measurable outcomes define success. Gartner projects that 40 percent of enterprise applications will include task-specific agents by end of 2026. As crypto.news has reported, AI integration is now reshaping headcount and spending patterns across industries as companies shift budgets toward tools that produce outputs rather than answers.

What Perplexity Needs to Sustain This Pace

The internal target of $656 million in ARR by end of 2026 once looked aggressive. At the current monthly pace it is within reach. As crypto.news has noted, monetization signals from mid-size AI companies are closely tracked by investors evaluating whether the broader AI infrastructure buildout produces durable revenue or speculative valuations. Perplexity’s next test is whether enterprise retention holds as the novelty of agents matures and competitors deploy similar orchestration layers at scale.

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Quantum-safe bitcoin now possible without a soft fork, but costs $200 a pop

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Quantum-safe bitcoin now possible without a soft fork, but costs $200 a pop

A StarkWare researcher has published what he says is the first method for making bitcoin transactions quantum-safe on the live network today, without any changes to the Bitcoin protocol. The scheme, however, costs up to $200 per transaction and is designed as an emergency measure rather than a permanent fix.

In a paper published this week, StarkWare researcher Avihu Levy introduced Quantum Safe Bitcoin, or QSB, a scheme that aims to enable quantum-resistant transactions without requiring changes to the Bitcoin protocol, by replacing signature-based security assumptions with hash-based proofs within its design.

The hash-based design survives the kind of quantum attack that would break today’s cryptography, but shifts the burden from consensus to computation, requiring heavy off-chain GPU work for every transaction.

Think of traditional digital signatures as a handwritten signature on a cheque, which proves you authorized a transaction using a secret key that others can cross check with a public key.

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In Bitcoin, these digital signatures are called ECDSA signatures. They are secure against today’s computers, but a sufficiently powerful future quantum computer could, in theory, derive the secret key from a public key and potentially compromise funds.

QSB addresses that flaw by redesigning the system around a different kind of cryptography, involving hash-based proofs, which are more like a tamper-proof fingerprint, where instead of relying on signature alone, a unique mathematical digest of data is created. This is said to be extremely difficult to forge or reverse, even for powerful computers.

QSB works entirely within Bitcoin’s existing consensus rules for legacy transactions. It requires no soft fork (software upgrade), no miner signaling, and no activation timeline. This is a sharp contrast to BIP-360, the quantum-resistance proposal that was merged into Bitcoin’s official improvement proposal repository in February but has no Bitcoin Core implementation and faces years of governance delay.

The proposal builds on an earlier idea known as Binohash, which added an extra layer of computational work to secure bitcoin transactions. The problem is that it depends on a type of cryptography that quantum computers are expected to break. In practice, that means the protection disappears in a quantum scenario. An attacker could bypass the system’s core security check entirely, making it ineffective.

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Extra cost

The hash-based solution, however, means extremely expensive transactions.

Generating a valid transaction requires searching through billions of possible candidates, a process Levy estimates would cost between $75 and $200 using commodity cloud GPUs. Currently, the cost to send a bitcoin transaction through the blockchain is around 33 cents.

The system also comes with practical hurdles. QSB transactions wouldn’t move through Bitcoin’s normal blockchain like typical payments. Instead, users would likely need to send them directly to miners willing to process them.

They also don’t work with faster, cheaper layers like the Lightning Network, and are far more complicated to create. Generating a transaction would require outsourcing heavy computation to external hardware, rather than simply signing and sending from a wallet.

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Levy describes the scheme as a “last resort measure,” not a replacement for protocol-level upgrades. Proposals such as BIP-360, which aim to introduce quantum-resistant signature schemes through a soft fork, remain the more scalable long-term solution but could take years to activate.

BIP-360’s activation timeline is uncertain. Polymarket bettors are pricing in low odds of it happening this year, and Bitcoin’s governance history offers little reason for urgency — Taproot took roughly seven and a half years from concept to deployment. Then again, mature quantum computers capable of breaking the encryption that secures the network are not arriving tomorrow either.

QSB instead offers something different: a way to survive a quantum break using today’s rules, if users are willing to pay for it.

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Gold, Silver and Oil Drive 65,000% Jump in Commodity Perpetuals

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BitMEX said in a Thursday report that commodity perpetual swaps were the fastest-growing segment of TradFi perps in the first quarter of 2026, with weekly volume rising 65,463% from $38.1 million to $25.0 billion.

The report said silver, crude oil and gold drove most of that growth. By the week of March 15, Silver (XAG) accounted for 34.8% of the market share of tokenized commodities, followed by crude oil (CL) for 27.7%, gold (XAU) at 27.5% and Silver on Hyperliquid for 6%, according to a Thursday report.

BitMEX said the March entry of crude oil added a new leg to the market, attributing that move to Iran-related geopolitical tensions and broader demand for 24/7 commodity exposure on crypto-native venues.

The figures point to a fast-growing niche inside crypto derivatives markets.

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Global Weekly Volume by Commodity Pair. Source: BitMEX

Brent crude oil has risen by around 44% since the first US/Israeli strikes on Iran on Feb. 28, from around $69 to above $99 at the time of writing, according to data from Trading Economics. Oil prices peaked at around $114 on Tuesday, their highest level since the beginning of the conflict.

Brent Crude Oil, six-month chart. Source: Tradingeconomics

Weekend dislocations lifted commodity perps

Onchain TradFi perps are driving traders to “speculate and hedge against weekend geopolitical events like the recent Iran conflict, in real time,” Stephan Lutz, CEO at BitMEX, told Cointelegraph. “While the perpetual swaps model will continue to capture significant market share in commodities trading due to its 24/7 nature, we are highly skeptical about tokenising spot assets,” he said.

However, minting physical commodities on the blockchain is complicated by the legacy financial system’s “complex, arbitrary legal rules,” Lutz said, adding that onchain derivatives will continue to eat into the trading share of traditional commodities, until “legacy giants like the CME” launch their own 24/7 trading venues.

Related: Crypto exchanges gain as tokenized commodity market climbs to $7.7B

In the broader market, the total market capitalization of onchain commodities declined by 2.7% during the past 30 days to $7.34 billion as of Thursday, according to data aggregator RWA.xyz.

Tokenized commodities market capitalization. Source: RWA.xyz 

BitMEX, which says it launched the first perpetual swap in 2016, now offers more than 20 TradFi contracts, according to the report.

Binance, the world’s largest cryptocurrency exchange, introduced gold and silver perpetuals in January. It offers contracts spanning precious metals and tokenized equities. Its Silver (XAG) contract saw an average daily volume of $1.31 billion during the quarter, according to the report.

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