Generative video is a compute business wearing a software business’s clothes. Revenue per project is easy to report and tells you almost nothing on its own. What decides whether the firm survives is what the render cost, how much of the output the client accepted, and how much GPU time went into work that had to be done twice. The AI Video Generation Firms Dashboard in Power BI is built around those measures: 6 report pages, 25 KPI cards each with a month-over-month delta and its own sparkline, five filters on every page, and two money tables – a Firm Scorecard and a Regional P&L. The sample model holds 500 projects and 65,500 generated videos across 18 months, spanning 8 firms, 7 video categories, 4 output resolutions, 4 model tiers, 5 client types and 5 regions. AI Video Generation Firms Dashboard in Power BI
This article walks through each page, explains why margin belongs on a per-tier line rather than in an aggregate, compares the report with the Excel version and a custom BI build, and is direct about what it cannot do. The template is available here. AI Video Generation Firms Dashboard in Power BI
Key Features of the AI Video Generation Firms Dashboard
- Compute cost on the same card row as revenue. Total Revenue, Compute Cost, Gross Profit, Profit Margin and Avg Revenue per Project, each with its own MoM delta – so compute rising faster than revenue is a visible event rather than a slow surprise.
- Margin by model tier, including the negative one. Revenue as bars, margin as a line, across Pro, Enterprise, Standard and Lite.
- Render economics as first-class measures. Render Minutes, GPU Hours, Credits Used and Render Minutes per Video, each with a KPI card and a monthly trend.
- Render minutes by output resolution. 1080p, 4K, 720p and 8K compared on render time rather than volume.
- Firm Scorecard. Eight firms on revenue, gross profit, margin, videos and a star quality rating in one table.
- Regional P&L. Five regions with revenue, compute cost, gross profit and margin – a profit view, not a revenue league table.
- Approval and re-render rates. A video rendered twice was paid for twice, and this is where that shows.
- Revenue vs Margin bubble chart with bubble size as video volume.
- Delivery discipline. On-time delivery, failure rate, support tickets and a full project status breakdown. AI Video Generation Firms Dashboard in Power BI
Dashboard Pages Explanation
Page 1 – Overview
Render volume, revenue and output quality. Total Revenue, Videos Generated, Gross Profit and Total Projects as KPI cards, plus a Quality Snapshot panel carrying approval rate against target, average quality score, on-time delivery and re-render rate. Below sit Videos Generated by Month, Revenue by Firm, Revenue & Gross Profit by Region and Revenue by Model Tier. Gross profit beside revenue on the top row is deliberate – in this sector the two are far enough apart that revenue alone misleads.
Page 2 – Production & Render Trends
Render volume, GPU consumption and throughput efficiency. Videos Generated, Render Minutes, GPU Hours, Render Minutes per Video and Credits Used, with Render Minutes vs Minutes per Video by Month, GPU Hours by Month, Credits Used by Month, and Render Minutes by Output Resolution. Minutes per video falling while volume rises is the efficiency story every generative studio wants to be able to show, and this is the page that either confirms it or does not. AI Video Generation Firms Dashboard in Power BI
Page 3 – Firm Analysis
Where revenue, margin and quality concentrate. Videos Generated by Firm, the Revenue vs Margin bubble chart, Revenue Share by Firm, and the Firm Scorecard table. Four rankings of the same eight firms – revenue, profit, margin and volume – and they rarely agree, which is precisely why they belong on one page.AI Video Generation Firms Dashboard in Power BI
Page 4 – Revenue & Profitability
Revenue, compute cost and margin across tiers, plans and regions. Revenue & Margin by Model Tier, Revenue by Region, the Regional P&L table, and Revenue by Client Type. In the sample data the Lite tier carries a small revenue figure and a negative margin – a loss-making entry tier that no aggregate margin number would ever reveal. That single line is the reason to plot margin per tier rather than report it once.AI Video Generation Firms Dashboard in Power BI
Page 5 – Quality & Delivery
Approval, re-render and on-time performance across the pipeline. Approval Rate, On-Time Delivery, Re-render Rate, Support Tickets and Failure Rate, with Projects vs Approval Rate by Month, Projects by Status, Approval Rate by Firm, Support Tickets by Client Type, and Re-render Rate by Category. Music Video leads re-renders in the sample at over a third; Social Reel is the cleanest at under a fifth. AI Video Generation Firms Dashboard in Power BI
Page 6 – Get More Dashboards
A library page listing the wider NextGenTemplates Power BI catalogue and what the team builds for clients. AI Video Generation Firms Dashboard in Power BI
AI Video Generation Firms Dashboard vs. the Excel Version vs. a BI Deployment – Feature Comparison AI Video Generation Firms Dashboard in Power BI
| This Power BI report | The Excel version | A custom BI deployment | |
|---|---|---|---|
| Cost | Under 20 once | Under 20 once | Licence plus an analyst’s time |
| Software needed | Power BI Desktop, free | Microsoft Excel | Platform subscription |
| Setup time | Under an hour with your data | Under 30 minutes | Weeks, including a data model |
| Cross-filtering between visuals | Yes, click any visual | No, slicers only | Yes |
| MoM deltas on KPI cards | Yes, on all 25 | Not built in | If you build them |
| Compute cost against revenue | Built in, four ways | Built in, four ways | Only if cost data is modelled |
| Regional P&L table | Yes | Not included | If you build it |
| Data volume | Millions of rows | Tens of thousands comfortably | Unlimited |
| Scheduled refresh | Yes, via the Service | No, manual | Yes |
| Time to a first usable answer | The same afternoon | The same afternoon | Weeks |
Who Should Use This Template
It fits founders and operators of generative video studios who need unit economics rather than headline revenue; CFOs and finance partners working out which tiers and regions actually make money; analysts benchmarking AI video vendors on identical measures; investors reviewing margin after compute; and Power BI analysts who would rather start from a working model than a blank canvas. AI Video Generation Firms Dashboard in Power BI
It does not supply market data – the sample is illustrative. If you cannot attribute compute cost per project, four of the most valuable visuals will be empty. And it is not live pipeline monitoring; it refreshes on your schedule. AI Video Generation Firms Dashboard in Power BI
Real-World Use Cases
Killing a loss-making tier. An entry tier looked harmless at a small revenue figure until the margin line put it below zero. Pairing revenue bars with a margin line made a 4%-of-revenue, negative-profit tier visible in one glance. AI Video Generation Firms Dashboard in Power BI
Ranking firms on economics rather than size. The revenue leader ran at a 72% margin while the volume leader on videos sat at 55%. The Firm Scorecard put revenue, profit, margin, volume and quality in one table, and the disagreement between rankings redirected the next investment.
Justifying a resolution surcharge. Render Minutes by Output Resolution showed 4K consuming render time far out of proportion to its share of output. Paired with a re-render rate above 35% on one category, that produced a pricing change rather than an engineering ticket. AI Video Generation Firms Dashboard in Power BI
Advantages of the AI Video Generation Firms Dashboard
- Unit economics rather than vanity metrics. Compute cost, margin, approval rate and re-render rate on the same pages as revenue.
- Cross-filtering. Click a region slice or firm bar and the whole page follows.
- Deltas built into every card. Twenty-five KPIs each carrying its own MoM change and trend.
- Free to run. Power BI Desktop costs nothing; a Service licence is optional.
- Fully editable. It ships as a .pbix – every measure, relationship and visual is open. AI Video Generation Firms Dashboard in Power BI
Opportunities for Improvement
Stated plainly: there is no live connection, so the model reads whatever table you point it at. Compute cost must exist in your data at project level – without it, the profitability page is decoration. There is no per-model or per-GPU breakdown below the model-tier level. Churn and retention are not modelled, so this is a production and margin view rather than a full SaaS analysis. Sharing beyond the file needs a Power BI Service licence. And the sample firm names are illustrative, not market research. AI Video Generation Firms Dashboard in Power BI
Best Practices
- Attribute compute cost per project before anything else. Half the report depends on it, and it is usually the field nobody has built yet.
- Keep the column names when repointing the source. The DAX measures and relationships are bound to them.
- Read margin before revenue. The two rankings are rarely the same list, and only one tells you what to do next.
- Treat approval rate as a cost measure. Rejected output was still rendered and still billed.
- Use cross-filtering deliberately – click, read, click again to clear. A page left filtered is the most common cause of a wrong figure being quoted.
- Refresh monthly and keep the history. Compute prices and model efficiency both move; the MoM deltas only mean something against a continuous series. AI Video Generation Firms Dashboard in Power BI
Explore Relevant Templates
- AI Video Generation Firms Dashboard in Power BI – the template covered in this article.
- AI Video Generation Firms Dashboard in Excel – the same analysis for teams without Power BI.
- AI Chatbot Providers Dashboard in Power BI – the same shape for conversational AI vendors.
- Sentiment Analysis Startups Dashboard in Power BI – another AI-sector market view.
- SaaS Development Dashboard in Power BI – the software side of an AI business. AI Video Generation Firms Dashboard in Power BI
Frequently Asked Questions
Do I need a paid Power BI licence?
No. Power BI Desktop is free and is all you need to open, edit and use the file. A Service licence is only needed to publish for scheduled refresh and web sharing.
Does it come with real market data?
No. The 18-month sample of 500 projects makes every visual work out of the box, but the firm names and figures are illustrative.
What data do I need to supply?
One row per project with date, firm, client type, region, model tier, subscription plan, output resolution, video category, revenue, compute cost, videos generated, approved videos, render minutes, GPU hours, credits used, quality score, delivery status and project status.
What if I cannot attribute compute cost per project?
Then the profitability page and the margin columns will be empty or wrong. Getting that attribution in place is the real work; the report is what makes it worth doing.
Can I edit the DAX and visuals?
Yes – nothing is locked. It ships as a .pbix precisely so you can.
Can I add my own firms, tiers or video categories?
Yes. They are values in your data, not hard-coded lists.
Is there an Excel version?
Yes, covering the same ground with pivot tables and slicers.
About the Author
Built by PK – Microsoft Certified Professional with 15+ years of Excel, Google Sheets, and Power BI experience. Founder of NextGenTemplates, reaching 300K+ subscribers across YouTube channels. Every template is hand-built and tested before release.
Conclusion
Generative video reporting still tends to stop at revenue and videos produced – the two numbers least likely to predict whether the business works. Compute cost, margin per tier, approval and re-render rates, and render minutes per resolution are where the answer lives, and they have to sit on the same pages to be read together. Load your last eighteen months and open Revenue & Margin by Model Tier. If one tier sits below the zero line, you have found something.
Get the template here: AI Video Generation Firms Dashboard in Power BI. For walkthroughs of this and other Power BI builds, subscribe to youtube.com/@PKAnExcelExpert.
