Free tool
Evaluate whether a creator-powered distribution campaign turns spend, clips, views, qualified attention, and learnings into an efficient system. Drag sliders to score eight dimensions, a transparent 0–100 diagnostic, not a performance guarantee.
Score whether spend, clips, views, qualified attention, and learnings add up to an efficient distribution system. Eight dimensions sum to 100.
Quick presets
Distribution efficiency score
0/100
Efficiency band
Efficient Test
Approval rate
Raw CPM
Qualified CPM
CPQV
Views / approved clip
Qualified views / clip
Cost / approved clip
Fully loaded spend
Overall efficiency
Score by category (color = strength)
Efficient Test
The campaign appears efficient enough to use as a controlled learning cycle. Focus on improving weak dimensions before increasing volume.
Qualified attention needs work
The campaign generated visibility, but attention quality is weak. Improve source fit, hook clarity, audience targeting, or creator alignment.
Cost efficiency needs work
Economics look strained, normalize fully loaded cost with the CPM Calculator and compare raw CPM to qualified-view CPM.
Compound learning each cycle
Run the Campaign Retrospective Template after each campaign to normalize economics and QA.
What this means
Your distribution efficiency score is 68/100, Efficient Test. Approval rate: 70%. Raw CPM $5.88 vs qualified-view CPM $29.41. Educational diagnostic, not a guarantee of campaign performance.
Want help implementing this? We can help you structure campaigns and grow clipper income.
Transparent scoring
Eight dimensions sum to 100 points: reach efficiency (15), qualified attention (20), cost efficiency (15), approval efficiency (10), clip quality signal (10), outcome clarity (10), learning yield (10), and operating efficiency (10). Numeric inputs drive calculated metrics; dimension scores use your numbers when available and fall back to qualitative selects when not. Weak dimensions trigger specific recommendations. The score is a diagnostic, not a prediction of ROI.
Compare raw CPM to qualified-view CPM and CPQV. A large gap often means visibility without useful attention. Chapter 9 covers this pattern as creator-powered economics normalization.
Published Book 1 chapters that connect to distribution efficiency.
Unit economics, qualified views, CPQV, and cost normalization.
Courses, guides, and definitions that go deeper than this tool.
Run campaigns at volume without losing quality.
The complete introduction to creator-powered distribution.
Tie spend to measurable outcomes instead of flat fees.
How clipping turns existing content into distribution at scale.
Distribution run end-to-end for you, strategy to reporting.
Distribution efficiency measures how much qualified attention, asset, learning, and outcome value a system produces per unit of fully loaded cost.
Creator-Powered CPM is fully loaded campaign cost divided by qualified views, times 1,000.
A qualified view is a view that meets campaign-defined standards for relevance, validity, and measurement eligibility.
CPQV is fully loaded campaign cost divided by one qualified view.
CPQO is fully loaded campaign cost divided by qualified outcomes at a stated confidence level.
CPM is the cost of one thousand impressions, a standard way to compare distribution efficiency.
Quality scoring is a structured rubric for evaluating clip or campaign output before scale decisions.
Campaign readiness is the degree to which source content, creator supply, governance, and measurement are ready before a clipping campaign launches.
Calculate raw CPM, qualified-view CPM, cost per qualified view, and fully loaded campaign CPM.
Review a completed clipping campaign, document performance, and turn learning into the next brief.
Assess whether your brand has the content, brief, budget, QA, measurement, and operating model to launch a creator-powered clipping campaign.
Evaluate whether a clip is clear, platform-fit, brand-safe, original, and campaign-ready before submission or approval.
Estimate views, conversions, revenue impact, and ROI from a monthly clipping budget.
Allocate a monthly budget across creators, operations, testing, and reporting with a recommended structure.
When you are ready to apply it
Use your estimates to launch a creator-powered distribution campaign on Clipur.
Distribution efficiency measures how much useful attention, reusable learning, and outcome clarity a creator-powered campaign produces per unit of fully loaded cost and operating effort. It is a multi-dimensional operating diagnostic, not a single vanity metric like raw views.
CPM tells you what reach costs. Distribution efficiency asks whether that reach is qualified, approved, learnable, and aligned with outcomes. A campaign can have a low raw CPM and still be inefficient if qualified attention, approval rate, or learning yield is weak.
Cheap views often mean broad reach without useful attention, low qualified view rate, weak brief alignment, high rejection volume, or high operating burden. The gap between raw CPM and qualified-view CPM is one signal this calculator surfaces.
Qualified attention is reach that meets your campaign definition of a qualified view, relevant, valid, and measurement-eligible. Creator-powered distribution should be judged on qualified views and CPQV, not raw impressions alone.
An efficient campaign produces usable reach per approved clip, strong qualified view rate, normalized economics, high approval rate, clear quality signals, defined outcomes, documented learnings, and a smooth operating model, without excessive rework or opaque measurement.
No. This is an educational self-assessment based on your inputs. It does not predict views, ROI, conversions, or future campaign performance, and it is not a substitute for operator judgment, finance reporting, or platform analytics.
Efficient distribution produces qualified attention, reusable learning, and clear outcomes per unit of spend alongside raw view cost. This calculator helps operators see where a campaign is strong and where economics or QA need work before scaling.
Pair this score with the CPM Calculator, Distribution Efficiency in Clipipedia, and Campaign Retrospective Template after each cycle.
