How to Research a New Token

Most people research tokens in the wrong order — price first, fundamentals second. This explains the mechanism-first approach: what to check, in what order, and what each check actually tells you.
Lewis Jackson
CEO and Founder

Most people research tokens in the wrong order. They start with price — is it up? trending? — and work backward through whatever supports the conclusion they've already reached. That's not research. That's confirmation hunting.

The mechanism-first approach works in the opposite direction: understand what the token actually does, who controls it, and what would have to be true for the project to function — before you ever open a price chart. This post maps that process.

Start with the contract, not the website

The first thing to find for any token is its verified contract address — and the operative word is verified.

Every legitimate token is deployed to a blockchain. Its contract address is public, immutable, and checkable. Go to the relevant block explorer (Etherscan for Ethereum, Solscan for Solana, etc.) and find the contract. You're looking for a few things:

Is it verified? Unverified contracts — where the source code hasn't been published and verified against the deployed bytecode — are a hard stop. You cannot evaluate what you cannot read. Reputable projects verify their contracts. If it isn't verified, everything else is speculation.

Who deployed it? The deployer wallet's history is public. If the same wallet deployed several previous tokens that quietly died or were abandoned, that's relevant context.

How old is it? Very recently deployed contracts with significant promotional activity deserve more scrutiny than established ones.

What does the token actually do?

This sounds basic, but most token research skips it. The question isn't "what does the project say the token does" — it's whether the token is genuinely necessary for the protocol to function.

Tokens serve several real functions: they can secure a network (staking), govern a protocol (voting), pay for services within a system, or represent ownership. They can also do none of these things, existing purely as a fundraising vehicle with a post-hoc narrative. You want to distinguish between these.

A useful test: if the token were removed entirely, would the protocol still work? If the answer is "yes, more or less," the token's role is probably weaker than claimed. That's not always a dealbreaker — markets assign value to governance tokens even when governance power is limited — but you should know what you're actually evaluating.

Read the whitepaper's tokenomics section carefully. Not the marketing copy. The actual mechanism of how tokens enter and leave circulation, what they're used for, and who controls the supply.

Supply and distribution

Token supply is the area where the most consequential information hides in plain sight.

Three numbers matter most:

Circulating supply — what's trading right now. This is the denominator for any market cap calculation and the float against which price moves.

Total supply and max supply — what exists or will exist. The gap between circulating and total is locked or unvested tokens. These will eventually enter circulation. How and when is the question.

Distribution — who holds what percentage. Check the top wallet holders on the block explorer. If the top ten wallets hold 60%+ of supply, that's concentrated. If the team or deployer wallet sits in the top holders with unvested tokens, understand the vesting schedule before proceeding.

One thing often buried in documentation: inflation. Many protocols mint new tokens as staking rewards or treasury allocations continuously. A token with 10% annual inflation is effectively diluting existing holders every year. This doesn't make it bad — but you need to know the real supply trajectory, not just today's circulating figure.

Team and audit status

Two research areas that people either skip entirely or treat as checkboxes:

Team: What matters is a verifiable track record, not a list of credentials. LinkedIn profiles and domain names can be fabricated. What you're looking for is a history of prior projects that you can independently confirm — shipped products, GitHub activity, previous companies that actually exist and match the claimed timeline. Anonymous teams aren't automatically disqualifying (Bitcoin launched anonymously), but for projects claiming institutional credibility, unverifiable team claims are a yellow flag.

Audit status: Smart contract audits review code for known vulnerability patterns. They don't guarantee safety — auditors miss things, and new attack patterns emerge after audits are complete. But an unaudited contract carrying significant user funds represents a category of risk that an audited one doesn't.

Check who ran the audit. Reputable firms — Trail of Bits, OpenZeppelin, Certora, Spearbit — have public track records. An audit from an unknown firm with no verifiable reputation provides limited assurance. Also check when the audit was done: code that was audited and then significantly modified post-audit may have introduced new vulnerabilities.

On-chain activity

Price is a market signal. On-chain activity tells you about actual usage.

For a DeFi protocol, look at total value locked (TVL) and whether it's growing, stable, or declining. Look at daily active users and transaction volume. Look at whether activity is concentrated in a few large wallets or distributed across many.

For tokens that exist primarily to govern or incentivize usage of a protocol, the protocol's on-chain health is more informative than the token's price history. A protocol with declining TVL and active users probably has a real problem, regardless of whether the token is up this week.

Platforms like DeFiLlama, Dune Analytics, Token Terminal, and the native block explorer all provide this data without requiring any paid access.

What confirms a clean research outcome

You're not looking for certainty — you're looking for internal consistency. Confirmation looks like: verified contract, clean deployer history, audited by a reputable firm, a token with an explicit functional role in the protocol, supply distribution without extreme concentration, a team whose prior work can be independently verified, and on-chain activity that matches the stated use case.

When these things align, you can make a clearer-eyed assessment of the remaining uncertainties.

What breaks it

Red flags worth weighting heavily: unverified contract, anonymous team with no traceable prior work, audit absent or from an unknown firm, tokenomics where the token's function is vague or decorative, deployer wallet in the top holders with no vesting schedule, and on-chain metrics that don't match the narrative being promoted.

None of these is individually fatal in every case. Together, they're an argument for stepping back.

Timing

Now: The contract address and audit status are the fastest signal-to-noise checks — run them first. Next: On-chain tooling is improving rapidly; platforms that used to require manual analysis are building better dashboards. Later: Reputation infrastructure for both teams and audit firms is still early — what eventually emerges will make this process more systematic.

This is a framework for understanding what you're looking at, not a due diligence checklist that guarantees safety. Smart contract risk persists regardless of audit status. On-chain metrics can be temporarily inflated. Teams can change after launch.

Research tells you what something claims to be and whether the evidence is internally consistent. It doesn't tell you what the price will do — and nothing reliable does.

Related Posts

See All
Crypto Research
New XRP-Focused Research Defining the “Velocity Threshold” for Global Settlement and Liquidity
A lot of people looking at my recent research have asked the same question: “Surely Ripple already understands all of this. So what does that mean for XRP?” That question is completely valid — and it turns out it’s the right question to ask. This research breaks down why XRP is unlikely to be the internal settlement asset of CBDC shared ledgers or unified bank platforms, and why that doesn’t mean XRP is irrelevant. Instead, it explains where XRP realistically fits in the system banks are actually building: at the seams, where different rulebooks, platforms, and networks still need to connect. Using liquidity math, system design, and real-world settlement mechanics, this piece explains: why most value settles inside venues, not through bridges why XRP’s role is narrower but more precise than most narratives suggest how velocity (refresh interval) determines whether XRP creates scarcity or just throughput and why Ripple’s strategy makes more sense once you stop assuming XRP must be “the core of everything” This isn’t a bullish or bearish take — it’s a structural one. If you want to understand XRP beyond hype and price targets, this is the question you need to grapple with.
Read Now
Crypto Research
The Jackson Liquidity Framework - Announcement
Lewis Jackson Ventures announces the release of the Jackson Liquidity Framework — the first quantitative, regulator-aligned model for liquidity sizing in AMM-based settlement systems, CBDC corridors, and tokenised financial infrastructures. Developed using advanced stochastic simulations and grounded in Basel III and PFMI principles, the framework provides a missing methodology for determining how much liquidity prefunded AMM pools actually require under real-world flow conditions.
Read Now
Crypto Research
Banks, Stablecoins, and Tokenized Assets
In Episode 011 of The Macro, crypto analyst Lewis Jackson unpacks a pivotal week in global finance — one marked by record growth in tokenized assets, expanding stablecoin adoption across emerging markets, and major institutions deepening their blockchain commitments. This research brief summarises Jackson’s key findings, from tokenized deposits to institutional RWA chains and AI-driven compliance, and explains how these developments signal a maturing, multi-rail settlement architecture spanning Ethereum, XRPL, stablecoin networks, and new interoperability layers.Taken together, this episode marks a structural shift toward programmable finance, instant settlement, and tokenized real-world assets at global scale.
Read Now

Related Posts

See All
No items found.
Lewsletter

Weekly notes on what I’m seeing

A personal letter I send straight to your inbox —reflections on crypto, wealth, time and life.
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.