Olas

What it does

Olas (formerly Autonolas) is a protocol for building and running autonomous AI agents on-chain. You build an agent, register it as an NFTNFTNon-Fungible Token. A unique blockchain-tracked asset where each token is distinguishable from every other. Where regular tokens are interchangeable, NFTs represent unique items like art, collectibles, in-game assets, or domain names.Like the difference between a $20 note and a signed first-edition novel. The notes are interchangeable, any $20 buys the same thing as any other. The book is one of a kind, and its value depends entirely on which specific book it is.Read more → on the Olas registry, and deploy it to do useful work. If other people use your agent code, you earn rewards. If you stake OLAS and run an agent, you earn rewards based on what that agent actually does. The protocol calls this Proof-of-Active-Agent.

The architecture has three layers. The on-chain registry is an NFT-based system for components, agents, and services, enabling composable software reuse and tracking who built what. The tokenomics layer coordinates incentives through bonding (protocol-owned liquidityLiquidityHow easily a token can be bought or sold without moving the price. High liquidity means you can enter or exit large positions quickly at the quoted price. Low liquidity means even small trades can swing the market.Like the difference between selling a house and selling a share of Apple stock. The house might be worth more on paper, but finding a buyer at that price takes weeks. The Apple share converts to cash in one click.Read more → modelled on Olympus DAODAODecentralised Autonomous Organisation. A way to coordinate decisions and manage a treasury using token-weighted voting instead of a traditional company structure. Token holders propose and vote on changes directly.Like a shareholder-run company where every shareholder can vote on every decision, the votes are public, and the company can't do anything the shareholders don't approve. The coordination is messier than a normal company but nobody has unilateral control.Read more →), developer stakingStakingLocking up a cryptocurrency to help secure a blockchain network, usually in exchange for rewards. The locked tokens act as a security deposit that can be taken away if the staker misbehaves.Like putting down a large rental deposit for an apartment. You get the money back if you behave, you earn interest while it's locked, and the landlord takes it if you trash the place.Read more → (code top-ups for used components), and Proof-of-Active-Agent staking emissionsEmissionsNew tokens created and distributed by a blockchain protocol over time as rewards to validators, stakers, or miners. Emissions fund network security and participation at the cost of diluting existing holders.Like a company that pays employees partly in newly printed shares. Every year the total number of shares goes up, which means existing shareholders own a slightly smaller slice of the same company unless the company grows faster than the printing.Read more →. The governance layer uses veOLAS (vote-escrowed OLAS, locked for up to four years) for Snapshot and on-chain voting.

Where it gets interesting is the execution layer. Agent services run off-chain as multi-agent systems using Tendermint for consensus between agent instances, while being crypto-economically secured on public blockchains via Safe multisig wallets. Deployment spans nine chains: Ethereum, Gnosis Chain, Polygon, Solana, Arbitrum, Optimism, Base, Celo, and Mode.

Three products drive usage. Pearl is a consumer app (macOS only) that lets non-technical users own and operate autonomous agents with one-click staking. The Mech Marketplace enables agent-to-agent transactions, where agents hire other agents for specialised tasks. Olas Predict runs autonomous predictionInferenceRunning a trained AI model to produce an answer. Inference is what happens when you type a prompt into ChatGPT and get a response. The model takes your input, computes a best guess, and returns it.Like asking an expert for their opinion. The training was the decades they spent becoming an expert. The inference is the 30 seconds it takes them to answer your specific question.Read more → market trading agents on Gnosis Chain and Polymarket.

The project was built by Valory AG, a Zug-based company co-founded in mid-2021 by David Minarsch (PhD in Applied Game Theory from Cambridge, former Head of Multi-Agent Systems at Fetch.ai where he created the original AEA framework), David Galindo (former Associate Professor of Computer Security at University of Birmingham, 2,625 academic citations), and Oaksprout the Tan (pseudonymous DeFiDeFiDecentralised Finance. Financial services like lending, trading, and yield farming built on smart contracts instead of traditional banks or brokerages. DeFi protocols are usually permissionless and global.Like a vending machine that can give you a loan, swap your currencies, or invest your savings. Nobody is behind the counter, the rules are written into the machine itself, and anyone with money in the right format can use it.Read more → community contributor). Team size is approximately 30. Ellie Hirschhorn (ex-CoinDesk COO, Harvard MBA) is Chief Growth Officer.

Funding totals $18.35 million: a $4 million seed round (October 2022, led by True Ventures), a $547,580 Liquidity Bootstrapping Pool on Fjord Foundry (July 2023, 149 holders), and a $13.8 million OTC round (February 2025, led by 1kx). Other backers include Zee Prime Capital, Borderless Capital, and Signature Ventures.

Value proposition

The pitch is “co-own AI.” Build agents, register them on-chain, earn rewards when they do useful work. The protocol’s Proof-of-Active-Agent staking rewards actual agent activity, not passive tokenTokenA digital unit of value or access rights tracked on a blockchain. Tokens can represent ownership in a project, a right to use a service, a share of future revenue, or simply a tradable asset with no underlying claim.Like a physical poker chip a casino issues. The chip itself has no value. What makes it worth something is what it lets you do at the casino, what the casino has promised, and how much other people will pay you for it.Read more → lockup. This is a meaningful distinction. Most staking mechanisms reward you for doing nothing. Olas rewards you for running agents that meet performance targets.

On-chain usage is verifiable. Olas reports 14.5 million total transactions, 542 daily active agents across nine chains, and 11.1 million agent-to-agent transactions through the Mech Marketplace. On Gnosis Chain specifically, Olas agents reportedly account for over 35% of all Safe transactions, with 300-plus daily active agents and 340,000-plus monthly transactions. The Olas Predict agents are claimed to achieve 79% prediction accuracy. The transaction counts are on-chain and checkable; the accuracy figure comes from Olas’s own reporting.

Pearl makes agent ownership accessible. Install the app, stake OLAS, launch an agent. Agents like Polystrat (Polymarket trading), Omenstrat (Omen prediction markets), and BabyDegen (DeFi) run autonomously and earn rewards based on performance. The “own, don’t rent” philosophy is aligned with the sovereignty thesis.

But here’s the problem. The marketplace turnover is $89,000 total. Not per day. Total. The agent economy generates impressive transaction volume but negligible economic value. Reports of 138% staking APY are meaningless when the token has declined 99.6% from its all-time high. You can earn high nominal yields on an asset that has lost nearly all its value.

The Fetch.ai connection is notable. Minarsch built the original Autonomous Economic Agent framework at Fetch.ai, then left and forked it as Open AEA, removing Fetch.ai’s centralised registry dependencies. Olas is, in a meaningful sense, the decentralised successor to what Minarsch originally built at Fetch.ai. Whether that is an advantage (deep domain expertise, years of iteration) or a limitation (same fundamental approach, different token) depends on your perspective.

Tokenomics

OLAS is an ERC-20 on Ethereum. Maximum supply: 1 billion over the first 10 years via an S-shaped emission curve, then capped at 2% annual inflationInflationThe annual rate at which new tokens are created and added to the circulating supply. Most networks use inflation to pay validators, stakers, and infrastructure providers from freshly minted tokens rather than real revenue.Like a landlord who raises the rent every year. If your salary goes up at the same rate, you break even. If it doesn't, you get poorer without noticing, because the number on your payslip hasn't changed but the ground under it has shifted.Read more →. Current total supply: 527.9 million. Circulating supplyCirculating SupplyThe number of tokens currently in circulation and tradeable on the open market. Differs from total supply (which includes locked or unvested tokens) and max supply (the upper limit, if there is one).Like the number of cars on the road today versus the number ever produced. Some are in showrooms, some in junkyards, some still at the factory. Only the ones on the road count toward what people are actually driving.Read more →: 236.2 million (44.75%) as of March 2026.

Distribution:

• Developer Incentives and Bonders: 47.35% (distributed autonomously by the protocol over 10 years via bonding discounts and developer code top-ups)
• DAO Founding Members: 32.65% (buOLAS tokens with annual release events through July 2026; no mandatory vestingVestingA schedule that locks up tokens allocated to insiders, investors, and team members, releasing them gradually over months or years. Vesting prevents insiders from dumping on public buyers immediately after launch.Like a new employee's stock options at a startup. You don't get all the shares on day one. They unlock over four years so you stick around and do the work rather than cashing out and leaving.Read more → enforced by smart contractSmart ContractA program stored on a blockchain that runs automatically when its conditions are met. Smart contracts are how blockchains do anything beyond just transferring tokens — DeFi, NFTs, DAOs, and DeAI infrastructure all run on smart contracts.Like a vending machine. You put in the right input and it produces the expected output, no human operator required. The rules are fixed in the machine itself, anyone can use it, and nobody can stop a transaction in the middle.Read more →)
• Valory AG (Core Contributor): 10.0% (no locking or vesting requirements)
• DAO Treasury: 10.0% (controlled by DAO governance; mostly untouched)

The insider allocation is 42.65% (founding members plus Valory). The critical detail: neither the founding member allocation nor Valory’s allocation has enforced vesting. The founding members’ buOLAS tokens have annual release events, but these are not smart contract-enforced lockups. Valory’s 10% has no lock-up at all. For a protocol marketing decentralisation and community ownership, this is a significant trust gap.

The developer incentive pool (47.35%) is the largest allocation and the most interesting. It is programmatically distributed to developers whose code is actually used by active agent services. You build a component, register it as an NFT, and earn ETH donations plus OLAS top-ups when your code runs in production. This aligns builders with network growth in a way most protocols don’t.

The LBP raised only $547,580, making this one of the smaller public launches in the space. Only about 1.5% of supply went to public buyers. The recent $13.8 million OTC round (February 2025, led by 1kx) was at the Valory company level.

A 77.9 million OLAS token burnBurnPermanently removing tokens from circulation by sending them to an address that no one controls. Burns reduce total supply, which (all else equal) makes each remaining token worth more of the network's value.Like a company buying back its own shares and shredding them. The company's total value stays the same, but each remaining share now represents a slightly bigger slice of that value.Read more → in early 2025 was notable. The Mech Marketplace also burns fees, and a buyback-and-burn mechanism operates from protocol-owned liquidity.

OLAS is 99.6% below the all-time high of $8.47, set on 3 January 2024. The all-time low was hit in February 2026. Listed on Uniswap V2, MEXC, and a few smaller exchanges. Daily volume is thin, well under $1 million.

How to participate

Run agents via Pearl. Install Pearl (macOS only), stake OLAS, and launch an autonomous agent. Options include Polystrat (Polymarket trading), Omenstrat (Omen predictions), BabyDegen (DeFi), and Optimus (multi-strategy). Rewards depend on agent performance meeting KPI targets. No GPU required.

Governance. Lock OLAS for veOLAS to vote on staking emissions, protocol parametersParametersThe internal numbers (weights and biases) inside a neural network that get adjusted during training. A 70-billion-parameter model has 70 billion adjustable internal numbers encoding everything it has learned.Like the synapses in a human brain. Each parameter is a tiny dial that gets nudged a little during training. With enough dials, the network can represent surprisingly complex patterns. The total parameter count is roughly how much "brain" the model has.Read more →, and treasury allocation. Longer lock periods yield more voting power (maximum four years). Vote via Snapshot (off-chain) or on-chain proposals. No direct yield from governance locking.

Build agents. The most technically demanding participation mode. Use the Open Autonomy Framework (Python, Docker, Tendermint) to build agent services. Register components and agents as NFTs on the on-chain registry. Earn ETH donations and OLAS top-ups when your code is used. Apply to the Olas AcceleratorGPUGraphics Processing Unit. Originally designed to render video game graphics, GPUs turned out to be exceptionally good at the massively parallel math that AI models need. Modern AI training and inference runs almost entirely on GPUs.Like a factory with 10,000 workers doing the same simple task in parallel, versus a CPU which is more like 10 workers each doing different complex tasks. AI training involves doing simple math a million times per second on a million numbers, which is exactly what the GPU factory is designed for.Read more → for up to $1 million plus developer rewards. Documentation is solid at stack.olas.network.

Use the marketplace. Hire AI agents for tasks via the Mech Marketplace, or offer your own agents’ services for crypto payments. Currently early-stage with limited turnover.

Honest assessment

What works

The on-chain usage is at least partially verifiable. 14.5 million transactions and 542 daily active agents are figures Olas publishes; the Gnosis Chain Safe transaction share (claimed at 35%) can be cross-referenced against Gnosis Chain blockBlockA batch of transactions added to a blockchain at a set interval. Each block cryptographically links to the previous one, creating an append-only chain that can't be rewritten without redoing all the work since.Like a page in a ledger. Every page has a fixed number of entries, every page references the previous page, and once a page is filled and signed off it can't be edited without visibly invalidating every page that came after. The chain is just a very long series of these sealed pages.Read more → explorers. The 79% prediction accuracy is self-reported. Olas has been on mainnet since July 2023. This isn’t vapourware.

The open-source output is substantial. 146 repositories, 13,698 commits on the primary repo, 15,162 commits on Open AEA. All core code is Apache-2.0 or MIT licensed. Two Code4rena audits completed (December 2023 and January 2026) plus an Immunefi bug bounty. The developer incentive modelModelA trained neural network that takes inputs (text, images, audio) and produces outputs (more text, classifications, generated content). In DeAI the model is the thing that actually does the work.Like a very experienced apprentice who has spent years watching thousands of masters make furniture. They can't explain how they know when a joint is right, but they can make a chair that looks and functions like a Chippendale. The training is invisible. The output is what matters.Read more →, where protocol-level rewards flow to builders whose code is actually used in production, is structurally sound.

The founding team combines credible academic expertise with practical experience. Minarsch’s Cambridge PhD in game theory applied to multi-agent systems and his years building AEA at Fetch.ai give him domain credibility. Galindo brings cryptography and security research from Birmingham. Pearl demonstrates consumer product ambition, making agent ownership accessible beyond developers.

What doesn’t work

The economics are broken. $89,000 total marketplace turnover. 99.6% token decline from ATHATHAll-Time High. The highest price a token has ever reached. ATH is usually quoted as a reference point for how far the current price has fallen (or risen) since the peak.Like the record lap time on a racetrack. It tells you what the car has been capable of at its absolute best, not what it will do today. Whether that record gets broken again depends on conditions that may or may not come back.Read more →. The agent economy generates impressive transaction volume (14.5 million) but almost no economic value. This is the core problem: Olas has found product-market fit in one vertical (prediction market bots on Gnosis Chain) but hasn’t translated that into sustainable token demand or revenue.

The insider allocation is a structural concern. 42.65% to founding members and Valory with no enforced vesting. The FAQ explicitly states Valory’s allocation has “no locking or vesting requirements.” For a project built on the thesis of community ownership, this contradicts the narrative.

Pearl is macOS-only, excluding the majority of potential users. The framework complexity (Python, Docker, Tendermint, multi-agent systems) limits developer adoption compared to simpler alternatives. The Gnosis Chain concentration creates single-chain dependency risk.

The first Code4rena audit found five high-risk vulnerabilities, including a permanent DoS vector and a governance bypass. These have been addressed, but they demonstrate the smart contract complexity and associated risks.

The risk

The token price collapse is the defining risk. At 99.6% below ATH, the incentive model that rewards developers and agent operators in OLAS is severely weakened. If the token stays at these levels, the 47.35% developer incentive pool is worth a fraction of what was originally intended. That isn’t enough to build a thriving developer community.

The prediction market concentration is fragile. If Gnosis Chain loses relevance, or prediction market demand contracts, Olas loses its primary use case and most of its activity metrics. Diversification into DeFi, social, and enterprise agent use cases is essential but unproven.

Low liquidity ($228,000 daily volume, primarily DEXDEXDecentralised Exchange. A trading venue where token swaps happen entirely through smart contracts, with no central operator holding user funds. The largest DEXes are Uniswap, Aerodrome, Raydium, PancakeSwap, and Curve.Like a self-service vending machine that lets you swap one type of coin for another. The machine sets the exchange rate based on its current stock, anyone can deposit coins to refill it, and there's no clerk behind the counter.Read more →) creates execution risk for anyone taking a meaningful position. No major CEX listing beyond MEXC limits retail access.

My position

I don’t hold OLAS. The verifiable on-chain usage is worth monitoring, and the protocol architecture is technically credible. But the 99.6% price decline, the no-vesting insider allocation, and the $89,000 total marketplace turnover tell a story of a project that has solved the technical problem but not the economic one. I would reconsider if the token stabilises, Pearl launches on Windows/Linux, and marketplace turnover reaches meaningful levels.

Freedom Score: 62/100

Olas scores 62/100 (C grade). Full methodology at Freedom Score Methodology.

Infrastructure decentralisation (12/20): Agents run on a permissionless multi-agent framework across nine chains. Agent services use Tendermint for off-chain coordination with on-chain settlement via Safe multisigs. Anyone can register components, deploy agents, and run services without permission. However, Valory operates key infrastructure, the Open Autonomy framework has a single primary maintainer, and the vast majority of agent activity is concentrated on Gnosis Chain. Cross-chain governance bridges add complexity and potential failure points.

Governance decentralisation (10/20): veOLAS governance is functional with both off-chain (Snapshot) and on-chain voting. The DAO was founded in 2022 with approximately 50 participants. VoteWeighting allows veOLAS holders to direct staking emissions. Cross-chain governance bridges extend voting to six chains. However, 42.65% insider tokens (founding members plus Valory) with no enforced vesting create significant governance concentration. Governance participation rate is not publicly reported.

Token distribution fairness (7/15): 42.65% insider allocation with no enforced lock-up or vesting is a significant concern. Only approximately 1.5% went to the public LBP, raising $547,580. The 47.35% developer incentive pool is the largest allocation but is protocol-controlled, not directly community-held. The 77.9 million token burn in early 2025 was positive. The LBP mechanism was transparent and fair. No traditional VCVCVenture Capital. Private investors who fund projects at an early stage in exchange for equity or token allocations. VC rounds are typically pre-launch, at steep discounts to any future public price, with multi-year vesting.Like angel investors in a startup who buy shares before the company goes public. They take more risk because the company might fail, so they get a better price. Once the company IPOs they can sell, and the public market pays whatever price it thinks is fair.Read more → round for the protocol itself.

Censorship resistance (10/15): Agent services are permissionless to deploy and operate. The on-chain registry is open and uncensored. Multi-chain deployment provides redundancy. Safe multisigs provide censorship-resistant agent wallets. However, Valory controls the framework and could influence agent package availability. Gnosis Chain concentration means most activity depends on one chain’s liveness.

Data sovereignty (10/15): Agent operators maintain sovereignty over their instances and Safe wallets. Pearl enables users to own agents locally. Agent code is open-source and can be self-hosted. Component and agent NFTs are owned by their creators. However, agents depend on external protocol data (Omen, Polymarket), and the Mech Marketplace creates infrastructure dependencies.

Open source and transparency (13/15): All core repositories are open source under Apache-2.0 or MIT. 146 repos, 13,698 commits on the primary repo, 15,162 on Open AEA. Smart contracts verified on Etherscan. Two Code4rena audits completed. Immunefi bug bounty programme. Quarterly blog reports with transparent metrics. Minor deductions for infrastructure code opacity and unpublished 2026 audit results.

Path to improvement

Three changes would materially increase Olas’s score:

1. Enforce vesting on insider tokens. 42.65% insider allocation with no smart contract-enforced vesting is the single biggest credibility gap. Implementing on-chain lock-ups for the remaining founding member and Valory allocations would demonstrate genuine commitment to long-term alignment. The buOLAS annual release schedule is insufficient because it is not enforced by smart contracts.
2. Diversify beyond Gnosis Chain prediction markets. Over 35% of Safe transactions on Gnosis Chain is impressive but creates dangerous concentration. Demonstrating real agent activity across multiple verticals (DeFi, social, enterprise) and chains would reduce single-point-of-failure risk and broaden the protocol’s value proposition.
3. Grow marketplace economics. $89,000 total marketplace turnover isn’t a functioning economy. The transaction volume (14.5 million) proves the infrastructure works. The next step is translating that volume into meaningful economic value through higher-value agent services, enterprise use cases, and broader marketplace adoption.

Returns Score: 35/100

OLAS scores 35/100 (F grade). Full methodology at Returns Score Methodology.

Token utility (14/20): Credit where it is due: OLAS has more token utility than most agent protocols. Staking earns rewards tied to actual agent activity via Proof-of-Active-Agent, not just passive lockup. Bonding provides protocol-owned liquidity. veOLAS governance gives holders voting weight on emissions and protocol direction. The utility mechanisms are well-designed on paper. The problem is not the design; it’s the scale at which they operate.

Value accrual (5/20): The marketplace has turned over $89,000. Total. Not per day, not per month. Total lifetime turnover. The Mech Marketplace has processed 11.1 million agent-to-agent transactions, but the economic value flowing through those transactions is negligible. The 99.6% token decline from ATH tells you the market’s verdict on the value accrual mechanics. Bonding modelled on Olympus DAO has not created meaningful protocol-owned liquidity at these volumes. The architecture for value capture exists; the value itself does not.

Supply dynamics (4/20): One billion token cap with 42.65% allocated to insiders (founding members and Valory) with no smart contract-enforced vesting. That is the single most damaging fact in the entire tokenomics. The buOLAS annual release schedule is a promise, not a lock. The 77.9 million token burn in early 2025 was a positive signal, but it doesn’t offset the structural overhang of nearly half the supply sitting with insiders who can sell at any time without on-chain constraints.

Revenue sustainability (5/25): The protocol is almost entirely emission-dependent. Agent rewards come from token emissions, not from external revenue. The marketplace generates trivial fees by its own reported figures. Pearl is free. There is no subscription model, no enterprise licensing, no compute fees flowing back to the protocol. If emissions stopped tomorrow, the economic incentive to run agents would collapse. This is the fundamental challenge: impressive transaction volume built on a subsidy, not on sustainable economics.

Liquidity and access (7/15): Daily trading volume under $1 million, primarily on DEXs. No major CEX listing beyond MEXC. The 99.6% drawdown from ATH suppresses new buyer confidence. Thin liquidity creates severe slippageSlippageThe difference between the expected price of a trade and the price you actually get when the trade executes. Slippage usually goes against the trader and gets worse with bigger trades or thinner markets.Like trying to buy 1000 bananas at the corner shop. The first few are at the marked price, but by the time you've bought them all you've moved the price up because there are no more bananas left at the original level. The shop has to restock at higher cost.Read more → risk; even a modest market sell would move the price meaningfully. For a protocol with genuine technical merit, the market access is remarkably poor.

Path to improvement

Three changes would materially increase Olas’s returns score:

1. Generate real marketplace revenue. The protocol needs transactions that produce fees, not just agent-to-agent messages. Higher-value agent services (enterprise automation, cross-chain DeFi strategies, data analysis) priced in meaningful amounts would create the fee base that makes the tokenomics work. $89,000 lifetime turnover is a prototype, not an economy.
2. Enforce insider vesting on-chain. Convert the buOLAS annual release schedule into smart contract-enforced vesting with transparent release dates. This single change would eliminate the largest source of structural sell pressure uncertainty and signal genuine long-term alignment from the founding team.
3. Secure a Tier-1 CEX listing. Thin DEX liquidity and sub-$1 million daily volume make OLAS practically uninvestable for anyone beyond small retail positions. A Binance or Coinbase listing would dramatically improve price discovery, reduce slippage, and broaden the holder base beyond the current niche audience.