ReelForge
Home Tools Analytics & Revenue

Analytics & Revenue tools

Four tools that put numbers on your growth and revenue — without needing to connect your analytics account. Estimate RPM, score your niche's saturation, compare video-length ROI, and predict algorithm favor.

Tool 1~15 seconds to run

RPM/CPM Revenue Estimator

Enter your niche, monthly views, and watch-time geography. We estimate YouTube RPM and TikTok/Reels creator fund revenue per video and per month — including a 3-tier range (low/median/high) so you see the variance.

What's different here: Most RPM estimators return one number. We return a range, the inputs that move it most, and a "monthly equivalent" you can compare against salary expectations.

Revenue estimate will appear here.

What this solves

"How much do creators make?" is the most-Googled creator question with the worst answers. This estimator uses publicly documented RPM ranges by niche and geo, not vibes.

How to interpret

Treat the median column as your planning number. Low and high are the realistic range. Geography moves the median more than niche.

FAQ

What about sponsorship revenue?

Not in scope. Ad RPM is a baseline; sponsorship and product revenue can multiply it 3–10× but require an audience.

Is this YouTube-only?

The math is YouTube-RPM. TikTok Creator Fund and Reels Bonus pay differently — see platform-specific disclaimers below.

Tool 2~10 seconds to run

Niche Saturation Index

Enter a niche keyword. We estimate saturation (creator count vs. demand), opportunity score, and a difficulty tier. Also surfaces adjacent niches that are less crowded.

What's different here: Most "niche finders" return popular niches, which are crowded. We tell you which crowded niches are still monetizable and which less-popular ones have hidden upside.

Saturation score will appear here.

What this solves

Choosing a niche is the highest-leverage decision. Pick wrong and you fight 10× the competition for the same audience.

How to interpret

"Low" saturation = blue ocean. "High" = red ocean (but still monetizable if your angle is unique). "Saturated" = pivot or sub-niche.

FAQ

How is the saturation score calculated?

Combination of: top-channel search results count, average view counts (high = engaged audience, low = saturated), and ad-CPM signal.

Does low saturation mean low demand?

Sometimes — but usually it means the niche is too narrow, not that demand is missing. Use adjacent niche suggestions to expand.

Tool 3~15 seconds to run

Video Length ROI Calculator

Compare two video lengths side-by-side: production hours per video, expected view counts, expected revenue per video, and a $/hour rate. Tells you whether the "extra effort" of a longer video pays off or just burns time.

What's different here: Most ROI advice focuses on revenue. We focus on revenue per production hour, which is what creators actually trade.

ROI comparison will appear here.

What this solves

"Should I make long-form or short-form?" isn't a single question — it's a calculation. The answer depends on your production speed and the long-form view boost.

How to interpret

The "winner" is the format with the higher $/hour. Sometimes long-form wins on revenue but loses on $/hour — meaning the time isn't worth it.

FAQ

What's a "good" $/hour?

For full-time creators: target $50–150/hour. Above $200: scale. Below $30: rethink the format mix.

Does this include sponsorship?

No — sponsorship is unpredictable until you have an audience. Ad RPM is the floor.

Tool 4~10 seconds to run

Algorithm Friendliness Score

Enter your CTR (%), average view duration (%), and engagement rate (likes+comments / views). We compute a single algorithm-friendliness score, a verdict (boosted, neutral, suppressed), and the single biggest leverage point.

What's different here: Most algorithm guides treat CTR + retention as a checklist. We weight them — they're not equally important, and the weighting changes by format.

Algorithm score will appear here.

What this solves

Knowing whether the algorithm is on your side is useful, but dashboards show lagging indicators. This score uses your latest metrics to predict next-week treatment.

How to interpret

Above 75: algorithm-boosted. 50–75: neutral. Below 50: likely suppressed. The "fix first" line tells you which axis to push.

FAQ

Why does format change the weighting?

Short-form is watch-weighted (the algorithm rewards completion). Long-form is CTR-weighted (the algorithm rewards session starts).

What's a "good" engagement rate?

4–8% is normal. Above 10% is excellent. Below 2% signals passive consumption — algorithm deprioritizes.