How SexCamFinder tracks and rates cam models

Live-status tracking

SexCamFinder polls the public live rosters and status APIs of the cam networks we index every 1–3 minutes, around the clock. Every change is stored as a timed interval: when a model went live, what kind of show (free chat, private, gold show), and when the broadcast ended. That interval log — hundreds of thousands of sessions and counting — is the raw material behind every availability claim on this site.

We treat the data conservatively. If our pollers were down, that time is recorded as unobserved — never as "offline", and never counted as broadcast time. When a network's roster feed omits a model who is actually mid-show (feeds under-report; some cap their responses), we verify against the network's own status endpoints before marking anyone offline. A single runaway data point can't paint a model as "always online": no single interval may contribute more than 24 hours.

Availability heatmaps and "usually online"

Each profile's availability heatmap aggregates that model's logged intervals into a 168-slot week (day × hour, UTC), normalized by how many weeks we have actually observed the slot. The "usually online …" line is computed from the same grid and only appears when there is enough evidence — at least ten meaningful slots across at least two observed weeks. Models with thin data get no schedule claim at all: a wrong schedule is worse than none.

Ratings and member tags

Star ratings shown on profiles are aggregated from the member reviews published by the model's own network — we display the average and the review count, and we don't editorialize them. Where a network exposes no member reviews, the profile shows none.

Tags are two-source: tags harvested from partner networks' own categorization, and first-party tags that SexCamFinder members vote on. A member tag becomes publicly visible only once at least two different members have applied it — one person's opinion is a suggestion, not a label.

Photos and freshness

Profile photos are content-fingerprinted and versioned: when a model changes her picture on the source network, we detect the change by comparing image content (not just URLs, which shuffle constantly) and archive the previous version. Gallery gates and photo dating come from the source networks' own published metadata.

AI-assisted text

Photo captions, profile summaries, and gallery blurbs are generated by vision and language models running on our own infrastructure, then subject to editorial override — a human-set description always beats a generated one. Generated text never invents facts about a model's identity: it describes what is visible in her published photos and what her own profile states.

Data reports

Our published reports are baked snapshots: the numbers are computed offline from the tracking dataset, committed with the report, and stated with their observation window and known limitations. Concurrency figures are observation-normalized (broadcast time ÷ tracked time per slot), so polling downtime can't masquerade as model behavior. Each report carries its own method notes.

How we make money — and what it does not buy

SexCamFinder is free and earns affiliate commissions: when you open a model's live show and sign up or spend on the destination network, that network may pay us a referral share. It never changes what you pay.

Commissions do not buy placement. Rankings and orderings are computed from the tracking and review data described above; no network or model can pay to rank higher, and sponsored placement, if we ever introduce it, will be labeled as such. SexCamFinder is not owned by, affiliated with, or endorsed by any network we index.

Limitations

We measure what networks publish. Coverage windows differ per network (we started tracking them at different times, stated per report); short polling gaps exist and are recorded as unobserved; roster feeds occasionally under-report live models, so absolute supply counts are conservative estimates. Patterns — peak hours, weekday shapes, session lengths — are robust to these limits; single absolute numbers carry more uncertainty. All times we publish are UTC.

Citing this data

Journalists, researchers, and bloggers may republish our figures and charts with attribution and a link to the source page (CC BY 4.0). For questions about the data or custom cuts, use the contact page.