A media harness for agents
Stop burning tokens on retries.
One brief in. Controlled creative out. Agents handle the useful work. Blokks keeps them on rails.
Fits in my day.
Finally, something
A small change
I don't leave home
Honestly, I use thisCost of one approved output
See where the money goes
And what Blokks removes
How the comparison is calculated
Representative anonymized campaign. Figures adjusted under NDA. Meta Andromeda creative-diversification context. Seedance 2.0 at 24 fps with video input. Seedance estimate basis: (15s input + 15s output) × 1920 × 1080 × 24 fps ÷ 1024 = 1,458,000 tokens. Cost anchor: 1.458M × $4.70 / 1M = $6.8526 per generated video. Actual billing follows returned completion_tokens and can vary. Nano Banana costs, taxes, credits, discounts, and other provider charges are excluded.
Controlled batch story
- One vertical MASTER · 00:15 source video.
- The exact instruction is: Keep the product and pacing. Vary the hook, audience and CTA.
- A bounded agent step proposes audience, hook, setting, and CTA values while Blokks constrains execution.
- The Run batch action turns the reviewed matrix into six representative visible outputs from a twelve-output batch.
- The status advances from Ready to run through 06 / 12 rendered to Ready for review.
- Twelve 15-second 1080p variations. They remain comparable and ready for review.
Agent production comparison
| Agent left to freestyle production | Agent working inside Blokks |
|---|---|
| Reinterprets the brief on every run | Proposes within approved inputs |
| Retries until something looks plausible | Runs through a defined media system |
| Burns tokens on made-up decisions | Produces reviewable, repeatable variations |
Illustrated run cost comparison
One 15-second source video and twelve 15-second 1080p variations. Seedance 2.0 at 24 fps with video input. No brief rewrites, Nano Banana prompt rewrites, or Seedance prompt rewrites in the Blokks run. Meta Andromeda creative-diversification workflow as the campaign context.
| Metric | Agent-first system | Blokks by Makkers |
|---|---|---|
| Agent retries / bounded agent work | $97.40 | $1.60 |
| Seedance generation, 12 runs | $82.23 | $82.23 |
| Approved outputs in the illustrated run | 1 / 12 | 12 / 12 in this run |
| Effective cost per approved video | $179.63 | $6.99 |
| No-agent mode | Not applicable | Approximately $6.85 / video |
Control without guesswork
Agents improvise. Production shouldn’t
Let agents interpret intent. Keep execution constrained, repeatable and ready for review
One bounded brief. No open-ended production loop
The same decisions run every time. No new story on every retry
Comparable outputs, ready for a human decision
Use agents. Skip agents. The system still holds
Made by humans For actual humans
Makkers builds private media systems for teams that need real production, not another agent demo
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