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The problem with being plugged into X is not finding tokens. It is that you find forty a day and most of them are worthless.
Filtering is the entire skill. Here is a process that keeps the signal and discards the volume.
Accept that you cannot trade everything
The first filter is arithmetic rather than analysis.
If you take twenty positions a week, your costs compound and your attention is spread across things you cannot possibly have checked properly.
Decide in advance how many positions you will hold at once. When you are full, new calls wait. This single constraint removes most of the damage that a busy feed does.
Rank the source before you look at the token
A call from an account that has been early on things that worked is not the same as a call from an account you followed last week.
Keep a curated list. The Social and X Tracker in Banana Predict supports a Mine tab alongside All and Recommended, plus search by contract address, symbol or X user.
Anything outside your list starts at zero credibility, regardless of how compelling the post is. Compelling is a writing skill.
The tell that filters most calls immediately
Does the post describe the mechanism or the price?
Accounts describing what they observed on-chain are giving you something verifiable. Accounts describing how much it will run are giving you their position.
Check whether the caller is already in
This is the fastest disqualifier available.
If someone is posting about a token they bought an hour ago at a fraction of the current price, you are not receiving a tip. You are part of the plan.
Wallet tracking makes this visible. An account you follow whose wallet bought before the post is a different proposition from one whose wallet bought after.
Coordinated posts have a shape
Once you have seen a few campaigns you stop needing to think about this.
The same phrasing across accounts that do not normally interact. A cluster of posts inside a few minutes. Replies that praise without saying anything specific. Accounts whose history begins three weeks ago.
None of these prove anything individually. Together they are close to definitive.
Run the contract checks before the thesis
People do this backwards. They evaluate whether the idea is good, get excited, then buy without checking the contract.
Reverse it. Liquidity depth against market cap, holder concentration, whether the top wallets share a funding source, and whether the sell path works.
A good idea attached to a hostile contract is not a trade. Checking first means most calls disqualify themselves in under a minute and you never spend judgement on them.
The one-line filter
If you cannot say who is selling to you, you have not finished checking.
Wait for the second signal
One source is a claim. Two independent sources is information.
If a curated account mentions something and a tracked wallet has taken a position, those are separate observations. If three accounts post within a minute of each other in identical language, that is one coordinated observation wearing three hats.
Learning to tell those apart is most of the job.
Size for the fact that you will be wrong often
Even a good filter passes plenty of tokens that fail. That is the nature of the asset rather than a flaw in the process.
Fixed position sizing is what makes a high failure rate survivable.
It also removes the temptation to size up on the call that feels most convincing, which is reliably the one you should trust least. Conviction on a meme coin call is usually a measure of how well the pitch was written rather than of how good the token is.
Traders who size by confidence end up with their largest positions in the most heavily promoted tokens, which is close to the worst possible allocation rule and it feels correct the entire time.
The feed gets worse when it matters most
During an active period, the volume of calls rises and the quality drops. A busy feed feels like opportunity and usually signals that promotion became cheap.
Tighten the filter when the feed gets loud.
What to do with everything you skip
Keep a list of tokens you passed on and check them in a week.
Most were correctly skipped. The ones that ran share characteristics you can learn to spot, and that record is the only way to improve a filter.
A short filter beats a clever one
The instinct is to build an elaborate scoring system. It does not survive a busy week.
Three questions handle most of it. Is the source on my list. Does the post describe mechanism or price. Does the contract pass.
Anything that fails one of those is discarded without further thought, which is what makes it usable when forty calls arrive in a day.
The uncomfortable part
A good filter means watching things run without you, regularly.
Traders who cannot tolerate that end up buying everything, and buying everything on a feed that produces forty calls a day is a strategy with a known outcome.
For a broader look at where early on-chain opportunities tend to appear, this piece covers the terrain.
You can open the Banana terminal here and build a curated feed instead of drinking from the firehose.
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