Momentum Score
CreatorCalculated
What it means
How fast a creator is gaining traction right now across viewers, clips, consistency and live activity.
How it's calculated
Blends recent viewer growth, peak viewer growth, clip performance, schedule consistency, category performance and cross-platform activity into a single 0–100 score.
Why it matters
Surfaces creators on the rise — even smaller ones — before they become obvious through raw viewer counts alone.
Limitations
Short-term spikes from one-off events or collabs can temporarily inflate momentum.
Mock exampleHowler: 96
Consistency Index
CreatorCalculated
What it means
How regular a creator's streaming cadence is — frequency, start times, stream length and gaps between streams.
How it's calculated
Combines streams per week, start-time stability, stream-length stability and gap variance into a 0–100 score.
Why it matters
Consistent creators build reliable audiences. Useful when comparing two creators with similar viewer counts.
Limitations
Does not capture intentional breaks, travel, or planned schedule changes.
Mock exampleHowler: 60
Platform Dependency
CreatorCalculated
What it means
How concentrated a creator's activity is on a single platform versus spread across Twitch, Kick, YouTube and TikTok.
How it's calculated
Share of live hours, live viewers and clip activity on the creator's primary platform, expressed as a percentage.
Why it matters
High dependency means a creator is more exposed to a single platform's rules, outages or policy changes.
Limitations
Some creators intentionally concentrate effort on one platform. High dependency is not always negative.
Mock exampleHowler: 100% on primary platform
Category Strength
CreatorCalculated
What it means
How a creator performs inside each category they stream — hours, average and peak viewers, retention and clip velocity per category.
How it's calculated
Aggregates per-category live hours, average viewers, peak viewers, retention and clip output from observed and mock signals.
Why it matters
Helps tell whether a creator is a category specialist or a true variety streamer, and where their strongest audience sits.
Limitations
Category labels supplied by platforms can be coarse or mis-tagged by the creator.
Mock exampleHowler: 3 categories tracked
Clip Velocity
CreatorCalculated
What it means
How efficiently a creator's streams generate clip activity that travels beyond the live audience.
How it's calculated
Clips created per stream hour, combined with clip views relative to live viewers.
Why it matters
High clip velocity often predicts discovery and growth on short-form platforms.
Limitations
Clip counts depend on platform clip tools and on community behaviour, not just creator output.
Mock exampleHowler: 2.1 clips per stream hour
Schedule Pattern
CreatorObserved
What it means
When during the week a creator typically goes live, shown as a day-by-hour heatmap.
How it's calculated
Aggregated start times and live hours grouped by day of week and hour of day.
Why it matters
Helps viewers plan, and helps analysts spot creators with stable, plannable cadences.
Limitations
Recent schedule changes take time to show up clearly in the pattern.
Mock exampleTue / Thu / Sat
Similarity Match
CreatorCalculated
What it means
Other creators a given creator is most similar to based on shared signals.
How it's calculated
Scores category overlap, viewer range, shared FiveM server, platform mix, schedule and momentum into a 0–100 similarity score.
Why it matters
Useful for discovering adjacent creators and for grouping creators into peer sets.
Limitations
Similarity is structural, not stylistic — it does not capture tone, voice or content style.
Mock exampleUp to 6 closest matches per creator
Stream Shape
StreamCalculated
What it means
The overall arc of a stream — does it spike early, hold steady, ramp into a peak, or fade late.
How it's calculated
Classifies a stream as strong opening, holding peak, stable, ramping or late fade based on viewer curve shape.
Why it matters
Two streams with the same average viewers can behave very differently. Shape exposes that.
Limitations
Short streams have less curve to analyse and may be classified less reliably.
Mock example5 canonical shapes
Opening Pull
StreamCalculated
What it means
How strong viewer arrival is in the first 15 minutes of a stream versus the creator's baseline.
How it's calculated
Average viewers in the opening window compared with the creator's recent baseline.
Why it matters
Strong opening pull suggests loyal audience and good notification reach.
Limitations
Can be inflated by scheduled raids or external promotion.
Mock exampleScored 0–100
Time to Peak
StreamObserved
What it means
How quickly a stream reaches its peak concurrent viewers.
How it's calculated
Minutes from stream start to the highest concurrent viewer reading. Lower means peaks arrive earlier.
Why it matters
Tells you whether a creator front-loads attention or builds it gradually.
Limitations
Sensitive to start-time accuracy reported by the platform.
Mock exampleLower = peaks earlier
Peak Hold
StreamCalculated
What it means
How long a stream stays near its peak viewer count.
How it's calculated
Minutes the stream stays within a band around the peak viewer reading.
Why it matters
Strong peak hold indicates content that keeps a packed audience watching.
Limitations
Defined relative to the stream's own peak, so does not compare absolute size across creators.
Mock exampleScored 0–100
Mid-stream Stability
StreamCalculated
What it means
How stable viewer counts are through the middle of a stream.
How it's calculated
Variance of viewer counts during the middle portion of the stream, normalised against the average.
Why it matters
High stability suggests sustained engagement rather than a quick spike and drift.
Limitations
Long streams with multiple content segments may show natural variance that is not a problem.
Mock exampleScored 0–100
End Decay
StreamCalculated
What it means
How much the stream loses from peak in its final hour.
How it's calculated
Difference between peak viewers and average viewers in the last hour of the stream.
Why it matters
Heavy end decay can indicate fatigue, scheduling issues or a slow wind-down.
Limitations
A planned soft-close stream may show high end decay by design.
Mock exampleHigher = bigger fade
Late-stream Resilience
StreamCalculated
What it means
How well a stream recovers viewers after mid-stream dips.
How it's calculated
Net viewer recovery after the deepest dip in the second half of the stream.
Why it matters
Resilient streams build sticky communities that come back during the same session.
Limitations
Dips driven by external events (raids, outages) can distort the read.
Mock exampleScored 0–100
What it means
How current viewers compare with the creator's recent baseline.
How it's calculated
Current concurrent viewers compared with the creator's rolling baseline, shown as a percentage delta.
Why it matters
Surfaces streams that are over- or under-performing for that specific creator right now.
Limitations
A small baseline can make modest absolute swings look like large percentage moves.
Mock exampleShown as +/- percentage
Players Online
FiveM ServerObserved
What it means
Number of players currently connected to the server.
How it's calculated
Aggregate count reported by the server. Aggregate only — no individual player names.
Why it matters
Baseline measure of in-world activity on the server.
Limitations
Does not say anything about how much of that activity is being streamed.
Mock exampleNoPixel 4.0: 220 players
What it means
Maximum player slots the server is configured to allow.
How it's calculated
Server-supplied slot limit.
Why it matters
Sets the ceiling for occupancy and for player-based metrics.
Limitations
Server owners can change the cap. Historical comparisons can shift.
Mock exampleNoPixel 4.0: 256 slots
Occupancy Rate
FiveM ServerCalculated
What it means
How full a server is right now.
How it's calculated
Players online divided by max players, shown as a percentage.
Why it matters
High occupancy near cap indicates a saturated, hard-to-join server.
Limitations
Server caps can be raised or lowered, changing the meaning over time.
Mock exampleNoPixel 4.0: 86%
Streamers Live
FiveM ServerObserved
What it means
Number of tracked creators currently streaming the server.
How it's calculated
Count of tracked creators with live streams linked to this server.
Why it matters
Indicates how much streaming coverage the server is currently getting.
Limitations
Only counts creators ContentLore tracks — untracked streamers are not included.
Mock exampleNoPixel 4.0: 42 streamers
Total Live Viewers
FiveM ServerObserved
What it means
Combined live viewers across all tracked streams of this server.
How it's calculated
Sum of concurrent viewers for every tracked live stream linked to the server.
Why it matters
Shows the size of the audience the server is reaching right now.
Limitations
Different viewers may overlap across multiple streams of the same server.
Mock exampleNoPixel 4.0: 184K viewers
Audience Multiplier
FiveM ServerCalculated
What it means
How many viewers each player on the server is attracting on average.
How it's calculated
Total live viewers divided by players online. Read as viewers per player.
Why it matters
A server with fewer players can still be culturally important if the multiplier is high.
Limitations
Skews high when player counts are small. Best read alongside player counts.
Mock exampleNoPixel 4.0: ×837.8 viewers per player
What it means
How big the audience is for a typical streamer covering this server.
How it's calculated
Total live viewers divided by streamers live.
Why it matters
Tells you whether attention is broadly distributed or concentrated on a few large streams.
Limitations
An average hides distribution. Inspect the linked streams for the full picture.
Mock exampleNoPixel 4.0: 4.4K viewers per streamer
Streamer Coverage
FiveM ServerCalculated
What it means
Share of players on the server who are currently streaming.
How it's calculated
Streamers live divided by players online, shown as a percentage.
Why it matters
Low coverage on a busy server signals opportunity — activity exists but visibility is low.
Limitations
Coverage can spike on small servers where a few streamers swing the percentage.
Mock exampleNoPixel 4.0: 19%
Server Momentum
FiveM ServerCalculated
What it means
Whether a server is trending up, holding steady or cooling off.
How it's calculated
Combines short- and medium-term player and viewer trends into rising, established, major or fading signals.
Why it matters
Quickly surfaces servers gaining attention before raw player counts catch up.
Limitations
Server-side events such as updates and wipes can cause short-term spikes that fade quickly.
Mock exampleNoPixel 4.0: major
24 Hour Peak
FiveM ServerObserved
What it means
The highest player count observed on the server in the last 24 hours.
How it's calculated
Maximum players-online reading recorded across the last 24 hours of samples.
Why it matters
Captures the server's true ceiling, not just its current snapshot.
Limitations
Single-sample spikes can dominate if sampling is sparse.
Mock exampleNoPixel 4.0: 248 players
Seven Day Trend
FiveM ServerCalculated
What it means
How player activity has moved over the last seven days.
How it's calculated
Percentage change in average players online versus the prior seven days.
Why it matters
Smooths out daily noise to show whether the server is genuinely growing or fading.
Limitations
Treats a one-off event week the same as sustained growth.
Mock exampleNoPixel 4.0: +4.2%