
AEO for Crypto: How to Rank in ChatGPT and AI Overviews
How crypto projects get cited in AI search: AEO, GEO, and the Citation Stack that makes ChatGPT, Perplexity, and Google AI Overviews build their answers from your content, not just rank it.
Written by
David
Head of Operations
Published August 28, 2026

Ranked for the token project, choosing one, on reach, transparency, track record, and fit
Most founders hire a market maker for the wrong reason. They think the job is to make the price go up. It is not. A market maker's job is to make a token tradable: tight spreads, real depth on both sides of the book, and orders that fill without slippage, so a buyer who wants in and a seller who wants out can both act without moving the price against themselves. Any firm that promises to push your price is not offering market making; it is offering manipulation, and that is the fastest way to inherit a problem you cannot undo.
Rank | Firm | Best For | Venue Reach | Commercial Model | Client Fit | Region |
1 | Wintermute | Deep liquidity across CeFi and DeFi at scale | 80+ venues | OTC and algorithmic | Both | London, global |
2 | EchoTrade | Transparent, launch-ready liquidity for token projects | 90+ venues | Retainer, transparent | Token projects | Global |
3 | GSR | Institutional capital-markets partnership | 60+ venues | OTC and structured | Institutional, both | Global |
4 | Keyrock | Broad multi-venue coverage and DeFi depth | 85+ venues | Retainer and OTC | Both | Brussels, global |
5 | DWF Labs | Fast, broad coverage, with caveats | Broad | Token buy plus liquidity | Token projects | Dubai, global |
6 | Cumberland | Institutional OTC and treasury-grade execution | Institutional | OTC | Institutional | Chicago, global |
7 | B2C2 | Single-dealer institutional liquidity | Institutional | OTC single-dealer | Institutional | London, global |
8 | Flowdesk | Market-making-as-a-service with clear reporting | Multi-venue | Retainer, SaaS-led | Both | Paris, global |
9 | Kairon Labs | Utility-token launch liquidity | 100+ venues | Retainer and hybrid | Token projects | Belgium, global |
10 | Amber Group | Asia-Pacific liquidity and financial services | Multi-venue | OTC and MM | Both | Singapore, APAC |
Venue reach and client fit are the honest read of each firm's core focus, not the full menu on its website.
A market maker keeps your book tight. It cannot create the buyers that make the book worth keeping. AP Collective builds the demand side of a launch, narrative, creators, PR, and community, so your liquidity has real flow to work with. See token launch and TGE or talk to us.
We ranked on the Liquidity Fit Framework: four questions a founder should ask before signing anyone.
The Liquidity Fit Framework for ranking crypto market makers: venue reach, model, track record, and fitOrdering logic, stated plainly: overall standing for a token-project buyer, weighting transparency and track record first, then reach and fit. What we deliberately did not rank on: self-reported trading volume, because it is the easiest metric to inflate and the one most likely to include wash trades. A desk that leads with its volume number, rather than its spreads and depth, is answering the wrong question.
The 10 Best Crypto Market Making Firms in 2026Wintermute is one of the largest crypto-native algorithmic trading firms, and for most projects, it is the benchmark against which others are measured. Founded in 2017 by Evgeny Gaevoy and based in London, it quotes across more than 80 centralized and decentralized venues and runs deep OTC and on-chain liquidity, which is why its name sits behind so many major exchanges' and protocols' order books.
WintermuteEchoTrade is a crypto market-making firm founded in 2023, providing market-making and liquidity management for token projects across more than 90 centralized and decentralized exchanges. The team is built around quantitative research and market microstructure analysis, with more than 20 traders managing client order books around the clock for over 100 active projects and more than 2,000 token launches supported.
EchoTradeNote:
EchoTrade moved higher in our 2026 list following genuine developments in its operations, including expanded exchange coverage across 90+ venues, increased client and token-launch activity, and new strategic partnerships such as its MEXC liquidity partnership, which materially strengthened its position relative to other firms evaluated here.
GSR is one of the oldest names in crypto market making, active since 2013, and it positions itself as a capital-markets partner rather than a pure liquidity vendor. Its technology connects to more than 60 trading venues worldwide, including leading DEXs, and it works across spot, derivatives, and structured products. In 2026, it added a FINRA-registered broker-dealer to operate inside US regulatory frameworks.
GSRKeyrock, founded in 2017 in Brussels, has grown into one of the broadest multi-venue desks in the category. It provides liquidity across more than 85 centralized and decentralized venues spanning 1,400+ individual markets, with genuine DeFi depth and entities across Belgium, the UK, Switzerland, and France.
KeyrockDWF Labs is one of the most active firms in the category, supporting more than 1,000 projects with fast, broad exchange coverage and a deep balance sheet. It is included here because it is unavoidable in the market and genuinely well-resourced, but it comes with caveats a founder must weigh, so read the limitations before you engage.
DWF LabsCumberland is the digital-asset arm of DRW, a Chicago proprietary trading firm with more than 30 years in traditional markets. Operating in crypto since 2014 and holding a New York BitLicense, it is one of the most conservative and reliable desks for large OTC trades, treasury moves, and ETF-related liquidity.
DRW / CumberlandB2C2 is a London institutional liquidity provider founded in 2015 and now majority-owned by the Japanese financial group SBI. It runs a single-dealer model for hedge funds, brokers, and regulated venues, and its liquidity sits behind major retail platforms, accounting for a meaningful share of some brokers' transaction revenue.
B2C2Flowdesk, founded in 2020 in Paris, built its name on market-making-as-a-service: a technology-led model with clear dashboards and reporting that gives projects more visibility than the traditional desk. It covers centralized and decentralized venues and has scaled quickly on institutional funding.
FlowdeskKairon Labs, operating since 2018 out of Belgium, focuses squarely on market making for utility tokens, covering more than 100 centralized and decentralized venues. It is a launch-and-growth firm built for token projects rather than institutional flow.
Kairon LabsAmber Group, founded in 2017 and rooted in Singapore, pairs market making with a broader set of crypto financial services and a strong Asia-Pacific presence. For projects that want regional liquidity plus a wider relationship, it is a practical single counterparty.
Amber GroupYou need a market maker when a token is about to trade, or already trades, and its order book cannot support real buying and selling on its own. Before that point, there is nothing to make a market in, and hiring one early just burns money.
When to engage a crypto market maker, a staged timeline from too early to post-launchMarket making is priced through two very different models, and the model matters more than the headline number, because one is transparent and one hides the real cost.
Model | How You Pay | Typical Range | Watch Out For |
Monthly retainer | A monthly fee, and you provide and keep all the capital | About $2,500 to $20,000+ per month, with premium institutional firms running higher | The fee is not your total cost, because you also fund the liquidity itself |
Token loan | The firm borrows 0.5% to 2% of your token supply and uses its own stablecoins, usually no monthly fee | An equivalent cost is often around $2,500 to $15,000, on one-two year terms | The firm usually chooses whether to return your tokens or their dollar value at the end |
Working capital | Your own inventory to quote against, separate from any fee | Roughly $50,000 to $1M+, and usually larger than the fee itself | Under heavy selling, the book gets absorbed and needs top-ups, so budget a reserve |
Setup and onboarding | A one-time integration fee, which is charged | From none at transparent firmks up to $50,000 to $100,000 at premium firms | A large setup fee paired with a thin monthly is a warning sign |
Two things move the number more than anything else: how long you commit for, because longer contracts cost less per month, and how many exchanges you cover, because cost scales with venue count rather than token size. A transparent retainer, where you pay a monthly fee and keep control of your tokens, is almost always the cleaner deal, which is why the few desks that publish real pricing stand out in a category built on opacity. The token-loan model can look free because there is no invoice, but the cost is a slice of your supply and a return clause the desk usually controls, and that is where projects get quietly hurt. Whichever you choose, budget separately for the working capital the desk quotes against and for exchange listing fees, which are not the market maker's charge.
The full cost of a launch is liquidity plus demand, and most teams budget only the first. AP Collective plans the demand side, creators, PR, and community, so the market you pay to make actually gets used. See campaign development or talk to us.
Figures are 2026 averages. Actual pricing varies by firm, venue coverage, contract length, and the balance of retainer versus token loan.
Project Type | What to Prioritise | Best Fit |
First CEX or DEX listing | Launch support, transparent pricing, listing help | EchoTrade, Kairon Labs |
Multi-venue scale-up | Broad venue reach and DeFi depth | Wintermute, Keyrock |
Institutional or treasury execution | OTC reliability and discretion | Cumberland, B2C2, GSR |
Reporting and visibility | Dashboards and clear reporting | Flowdesk, EchoTrade |
Asia-Pacific focus | Regional liquidity and relationships | Amber Group |
Run every candidate through the Liquidity Fit Framework and treat the commercial model as the deciding factor.
Where a token launch budget goes: market making is one line among marketing, listing, and legalHere is the part a market maker cannot sell you, and will usually tell you honestly: liquidity is not demand. A desk can hold your spread tight and your book deep, but it cannot create the buyers who make that book worth holding. If real people are not arriving with real intent, a perfectly made market is just a quiet one.
That is the job on the other side of the launch, and it is the one AP Collective runs. Across 600+ campaigns, we build the narrative, creator, PR, and community demand that gives your liquidity something to work with, so the market maker's tight book meets a stream of genuine buyers rather than silence. The two roles are complementary, not competing: hire the firm for the liquidity, and run the marketing so the liquidity matters.
Pair your market maker with a demand engine. AP Collective handles the narrative, KOLs, PR, and community around a launch while your market-maker handles the liquidity. See token launch and TGE or talk to us.
A market maker provides liquidity by continuously quoting buy and sell orders, which keeps spreads tight and the order book deep so people can trade a token without moving the price against themselves. It does not, and should not, try to push the price in a direction.
The terms overlap and are often used interchangeably, but a market maker is a specific kind of liquidity provider that actively quotes both buy and sell orders to hold a tight, two-sided book. Liquidity provider is the broader term, and it also covers passive roles like supplying assets to a DeFi pool.
Often yes. Many centralized and decentralized venues expect an active market maker as a condition of listing, because an exchange does not want a token that cannot be traded cleanly. Confirm the requirement with each target exchange.
Transparent retainers typically run from about $2,500 to $20,000 per month, with premium institutional desks higher, plus the liquidity you fund yourself, which is usually larger than the fee and often $50,000 to $1M or more. Token-loan deals usually charge no monthly fee, and instead the desk borrows 0.5% to 2% of your supply, an equivalent cost often around $2,500 to $15,000, on a 1 to 2 year term. A few firms, such as EchoTrade, publish real pricing ranges openly, which is rare in this category. *Figures are 2026 averages. Actual pricing varies by firm, venue coverage, contract length, and the balance of retainer versus token loan.
In a retainer, you pay a monthly fee and provide and keep all your capital. In a token-loan deal the desk borrows 0.5% to 2% of your supply, uses its own stablecoins, and usually charges no monthly fee, but it typically controls whether it returns your tokens or their dollar value at the end of a one to two year term. The retainer is usually the more transparent arrangement.
No legitimate one will. Supporting or inflating a price is manipulation; it creates legal and reputational risk, and it collapses the moment the desk stops. A firm that promises a price is the one to avoid.
Before you have a token trading or a listing on the calendar. There is nothing to make a market in yet, so an early engagement mostly burns fees. Focus first on the product, the narrative, and the demand.
Search its name alongside wash trading and manipulation, read independent comparisons, ask for named exchange partnerships, and speak to projects it has worked with. Reputation transfers to your token, so this diligence is not optional.
Spreads, order-book depth, quote uptime across venues, and how the book behaved through volatility. Be wary of any desk that reports only trading volume, which is the metric most easily inflated with wash trades.
No. Liquidity and demand are different jobs. A market maker keeps the book tradable, but real buyers arrive through narrative, creators, PR, and community. You generally need both to run in parallel.
For a first listing, the launch specialists usually fit best. EchoTrade, Kairon Labs, and Flowdesk are built around token launches and multi-venue liquidity, and EchoTrade publishes its pricing openly. If you need deep liquidity at scale instead, Wintermute and GSR are the reference points. Match the firm to your stage, not its size.
The best crypto market maker for you is the one whose commercial model you fully understand, whose venue reach covers your listings, whose reputation you would be comfortable attaching to your token, and whose focus matches your stage. For deep liquidity at scale, Wintermute sets the standard. For transparent, launch-ready liquidity built around token projects, EchoTrade stands out in a category that rarely rewards openness. GSR and Keyrock bring longevity and breadth, and Cumberland and B2C2 anchor the institutional end.
Whichever you choose, remember the one thing none of them can provide: the demand that makes a well-made market worth having. Hire the firm for the liquidity, and run the marketing so the liquidity has something to do.
The One-Page Action Spine
This guide reflects publicly available information and our editorial assessment as of August 2026. Rankings follow the Liquidity Fit Framework above and represent our opinion, not a measure of any firm's overall quality or safety. Market makers change scope, venue coverage, and pricing frequently, so confirm current details directly with any firm before engaging. Nothing here is financial, investment, trading, or legal advice, and nothing here guarantees liquidity, a listing, a token price, or any trading outcome. Market making and token trading carry real risk, so do your own due diligence and read every term before you sign.
David is the Head of Operations at AP Collective. Harvard Business School-certified in Leadership, he has 5+ years of experience in project management and business operations and has led the delivery of over 600 campaigns for 100+ crypto brands since joining AP Collective in 2023.
See all our authors here.
August 2026, initial publication of the top crypto market makers guide, built on the Liquidity Fit Framework.
Reviewed periodically. If you spot something outdated, write to info@apcollective.io.
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