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Methodology & transparency

How our AI evaluates coins

CoinVett shows AI-assisted assessments based on public data and visible product signals. They are meant to add context and risk orientation — not to replace your own research or act as a personal recommendation.

What goes into an analysis

We combine several public and product-visible inputs. The mix can differ by asset and by data availability.

Public market data

Price, market cap, volume and recent movement data from public market feeds such as CoinGecko can inform the current snapshot.

Project and coin context

We also consider basic asset context that is visible on the platform, such as category, size, recent narrative shifts or comparable market behaviour.

Security and smart contract checks

Where available, security signals from smart contract scanners can add risk context, for example around contract setup or warning flags.

Historical and current signals

Analyses may incorporate historical patterns and current signals that CoinVett already shows in the product. Not every signal is available for every asset.

BTC on-chain metrics via the Bitcoin Research Kit

For Bitcoin, valuation metrics such as MVRV, NUPL, realized price and SOPR are compiled via the Bitcoin Research Kit (MIT license). The preferred source is a self-hosted Bitcoin full node; when none is reachable, the public instance of the same open-source software (bitview.space) supplies the data. The source is recorded per measurement and shown next to the figures. The same source also supplies address-based holder cohorts: the combined BTC balance of all addresses within a size bracket (for example 1,000–10,000 BTC) and its 30-day net change. These cohorts are address-based, not entity-based — exchange and custody wallets are included, and one person can hold many addresses.

How to read an analysis

The output is a compact summary, not a verdict. These elements are best read together:

Rating / assessment

A rating is a data-based classification of the current setup. It is not an instruction to buy, sell or hold.

Confidence

Confidence reflects how certain the model is given the current data situation. It does not promise an outcome or future performance.

Timestamp

The timestamp shows when the analysis was last created or refreshed. Older analyses may miss newer developments.

Risks, drivers and context

These text blocks summarize signals the model considered relevant. They can be useful cues, but not certainty.

What can trigger updates

Analyses do not refresh because of a single hidden rule. Typical triggers can include:

New data becomes available

Fresh market or product data can change the picture and lead to a new assessment.

Relevant market moves

Noticeable price or market changes may trigger a refresh when the current analysis no longer fits the latest conditions.

Changes in the input context

If visible inputs or related context shift, the model may reevaluate the asset from that updated starting point.

Regular pipeline refreshes

Some updates happen as part of scheduled product pipelines. That does not mean every move is captured immediately.

Where the AI has limits

We want the boundaries to be clear. AI outputs can be useful, but they can also miss the mark.

Models can be wrong

The model may over- or underweight signals, miss context or phrase an assessment too strongly.

Data can be incomplete or delayed

Public feeds and scanners can arrive late, contain gaps or describe a situation imperfectly.

Ratings and assessments stay uncertain

A coin can move against the analysis for reasons the model did not capture. Uncertainty is part of the domain.

Never use one analysis alone

A single model output should not be your only basis for a financial decision. Cross-check with other sources and your own risk tolerance.

No financial advice

CoinVett provides information and educational orientation. It does not provide personal financial, investment or tax advice.

No financial, investment or tax advice

Nothing on this page or in AI-generated analyses should be understood as regulated advice.

No personal recommendation

The content is not tailored to your goals, holdings, time horizon or risk profile.

Own research still matters

Before acting, review primary sources, understand the asset and verify the data yourself.

Decisions remain your responsibility

If you trade or invest, you do so based on your own judgment and risk tolerance.

This content was created with the assistance of generative AI. Learn more

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