Face referenceIdentity to preserve
Outfit referenceProduct to reproduce
Production rulesFit + continuity
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Custom AI Production Systems
Your repeated image task. Built into a working production system.
We map the work, build and deploy the system to your team. Your team can run it, or we can operate it for you with human review.
Start a custom build brief System ready for a real input
One visible journey
The system stays behind the image.
After testing, we deploy the system for your team to operate. If needed, 8M keeps it running for you.
01Show us the repeatBrief + real inputs
02We build the workflowRules + exceptions
03We test real workProof + corrections
04We deploy the systemYour team runs it, or we do
Human review is part of the system
Automation moves the work. People protect the standard.
Identity, garment detail, continuity and exceptions are reviewed before delivery.
See HeadSwap proof →IngestFiles prepared
UnderstandRules mapped
GenerateAssets produced
RefineExceptions corrected
ValidateStandard checked
- Identity
- Garment detail
- Continuity
- Exceptions
✓Reviewed
Approved
Approved
Images move through this proven production route each month.
Approved input → human review → approved deliveryAI resizing system
One approved image. Every required format.
The workflow finds the subject, applies the crop rules and prepares the channel-ready set.
What the system handles
- 01DetectFind the subject and safe area.
- 02ReframeApply each channel's crop rules.
- 03DeliverPrepare the approved format set.
We build and deploy it for your team, or operate the resizing line for you.
Start small
Map it. Test it. Run it.
- 01Map the real work
Inputs, decisions, handoffs and exceptions.
- 02Test the useful part
A contained proof using real production inputs.
- 03Deploy it your way
Operate it with your team, or let 8M run the production line for you.
FAQ
Questions before we build.
What makes a task worth custom-building?
It repeats, consumes skilled time and needs a standard that an off-the-shelf tool cannot reliably protect.
Who operates the system after deployment?
Your team can operate the deployed system with clear controls and documentation. If you do not want to run it internally, 8M can operate it for you as an ongoing production service.
What happens before a full build?
We map the real work and test one contained proof with your inputs. The result can be build, use an existing route or stop.
Where does HeadSwap fit?
HeadSwap is one proven example of a custom production system. It is evidence of the method, not a separate platform you must adopt.
What do you need from our team?
Representative inputs, examples of approved and rejected work, the current workflow and one subject-matter owner who can review the proof.
Custom AI Production Systems
Bring us the image task your team keeps repeating.
Start a custom build brief
