GamesCreator reported
Bicycle first-session game
Teach risk and reward before the player loses interest.
GPT-5.6Total costUS$17.1037m usable12m human1 attempts
Connor MurphySoftware developer
One action, one consequence, one reward.
AI OUTCOME INTELLIGENCESee the output.
See the output.
Know the real cost.
Inspect quality, retries, time, and human effort before choosing an AI workflow.
Visible outcome / source matchup
Total cost to usable$18.40
4 attempts42 min16 min human
Benchmark estimate. Artifact verified, economics modeled.
Explore real AI outcomes
Browse finished work first. Open the production economics when something earns attention.
GPT-5.6VideoBenchmark estimate
Samurai continuity sequence
Hold character identity across a branded fifteen-second animation.
Fable 5 + GPT-5.6 SOLTotal costUS$18.4042m usable16m human4 attempts
Ethan BrooksCommercial photographer
Continuity survives the second transition.
WebsitesPlatform benchmark
Luxury bag commerce page
Turn editorial product photography into a purchase-ready landing page.
GPT-5.6 + Fable 5Total costUS$22.2051m usable22m human3 attempts
Edwin MatthewsProduct designer
The purchase hierarchy holds after motion begins.
ResearchBenchmark estimate
Toronto retail market brief
Turn a broad market question into one source-backed site-selection decision.
Gemini 3 Pro + Research workflowTotal costUS$35.5068m usable26m human3 attempts
Chloe DuboisUX researcher
The recommendation remains traceable to the source boundary.
AppsBenchmark estimate
Calm budgeting app prototype
Help a new user classify spending and reach one useful weekly decision.
Gemini 3 Pro + Prototype agentTotal costUS$41.2076m usable34m human5 attempts
Aisha RahmanCustomer success manager
The first useful decision arrives before setup fatigue.
WebsitesPlatform benchmark
SaaS motion introduction
Explain a product promise and one action within the first screen.
GPT-5.6Total costUS$14.5029m usable14m human2 attempts
Edwin MatthewsProduct designer
Motion supports the promise instead of replacing it.
ImagesBenchmark estimate
Architectural camera study
Test whether one spatial concept remains coherent beyond its hero angle.
Four-model field setTotal costUS$43.7079m usable28m human6 attempts
Liam ThompsonJunior architect
A useful model survives more than one camera position.
ImagesPlatform benchmark
Ecommerce lifecycle email
Make the offer and maximum saving understandable before the click.
Lifecycle workflowTotal costUS$14.6033m usable18m human3 attempts
Isabella RossiCreative director
The percentage wins attention before the limit becomes clear.
Scale this asset
Estimate the cost of a usable outcome, not a generation.
Adjust the production assumptions. The model includes expected retries and human work instead of stopping at token or render price.
Current assumption35% usable success rateUS$3.20 per attempt45/hour labor
Estimated total production costUS$152.5Planning estimate based on the visible assumptions. It is not an invoice or guaranteed model performance.Request Pro intelligence
35 expected attempts
US$112 generation
US$40.50 human labor
308m completion time
Numbers rank the workflow. Professional judgment explains why.
Enter the existing comparison rooms for synchronized playback, persona critique, and artifact-level selection rules.