What the terminal can and cannot tell you

Last updated: July 29, 2026

Coverage is intentionally bounded

The initial product focuses on supported US-listed equities and USD. It does not provide complete coverage of every exchange, ADR, OTC security, fund, option, cryptocurrency, future, bond, or private company. Availability also depends on data-provider display, caching, and retention rights. An unsupported symbol or missing dataset must not be interpreted as a negative investment view.

Prices and market data can be delayed

Quotes are not an execution feed and may be delayed, cached, stale, or unavailable. Market hours, exchange rules, corporate actions, symbol changes, and provider outages can affect displayed values. Use the source, as-of timestamp, ingestion time, freshness label, and coverage indicator; never assume a screen is real time merely because it is available.

Fundamentals and estimates change

Financial statements arrive after company filings and may later be amended or restated. Normalized metrics can differ from issuer-reported or GAAP figures. Analyst estimates, ratings, and targets are opinions that can be revised or withdrawn and may not be comparable across firms. Listing/quote currency and financial-statement reporting currency can differ; Pop Terminal labels them separately and does not imply a conversion without a sourced exchange rate and date. Pop Terminal can miss a revision or receive it after the market has moved.

Insider and institutional data need context

A Form 4 can report an open-market trade, option exercise, grant, gift, tax withholding, or a transaction under a trading plan; not every reported sale or acquisition expresses conviction. Institutional 13F data reports a past quarter with a filing delay. Pop Terminal separates report period, filing date, and ingestion time and does not claim that a 13F position changed "today."

News and related-company read-throughs are imperfect

News may be syndicated, corrected, paywalled, or based on an unconfirmed report. Deduplication can merge distinct stories or fail to merge copies. Customer, supplier, peer, and sector relationships change over time. A related-company event is an inference, not direct evidence about the affected company, so v0.02 keeps these read-throughs as context and excludes them from Event Pulse.

Scores depend on available inputs

Missing factors remain missing; they are not silently replaced with a neutral value. Available weights are renormalized, and the coverage figure reports the original weight represented. Pop Terminal withholds a numeric score below 60% coverage. Applicability also depends on the certified instrument and model profile: industrial leverage ratios are not applied to banks or insurers, and mature-company profitability multiples are not applied to pre-revenue biotechnology companies. Even with full coverage, a class-specific model is a simplification and cannot capture every business, accounting, macroeconomic, geopolitical, governance, or market risk.

Forward P/E, PEG, and forward P/S are display-only consensus metrics and are excluded from Conviction. Missing or non-comparable estimates remain unavailable.

Event Pulse is bounded evidence, not causality

Event impacts are deterministic model classifications with caps and time decay. They do not prove that an event caused a stock-price move or predict how the market will react. Conflicting evidence can offset. When a base factor incorporates the same information, the corresponding pulse impact is absorbed to limit double-counting. Provider or mapping corrections may change later recomputations.

A reproducible, release-certified relative-price observation can make a bounded Event Pulse contribution. It is not an explanation for a move, a technical-analysis recommendation, or a substitute for a filing, company disclosure, regulator action, or contracting-party source.

Historical replay preserves a snapshot, not hindsight

Replay is intended to restore the score, factors, active evidence, and explanation stored for that date. It is not a complete record of everything public at that time, and later source corrections do not mean the earlier snapshot was complete. A page view should never manufacture historical evidence.

AI can be wrong

AI may organize, classify, or explain stored evidence, but it can omit context or generate inaccurate language. AI does not choose numeric Event Pulse deltas. Citations and deterministic evidence text take priority over AI prose. If an AI summary is unavailable, its absence is not evidence for or against a company.

Creator and social commentary is context-only

YouTube videos and public X posts can be incomplete, promotional, stale, or mistaken. They never change Base Conviction, Event Pulse, or displayed Confidence. An empty insight panel means no relevant monitored content was matched at that time, not that nobody has discussed the ticker and not that the model holds a negative view.

Portfolio analysis is only as complete as the input

Manual, pasted, and CSV portfolio data can contain errors or omit accounts, cash, derivatives, liabilities, taxes, or restrictions. Equal, explicit, market-value, and shares-times-price weighting methods can produce different results. Beta and correlation are historical estimates that can change abruptly. Construction metrics are shown separately from conviction and do not establish suitability.

Stale and unavailable states

During provider, job, or network failures, Pop Terminal may display the last valid snapshot with a stale or cached label. It should not present an empty partial response as fresh or describe a static fallback as current news. If source, timestamp, or freshness context is missing, treat the output as unavailable and verify independently.

These limitations supplement the Financial Disclaimer and Methodology. If a ticker appears incorrect or incomplete, report the data issue to support.