Look 06
Target / result
Agentic refinement · built on Claude
AI fashion images garment-perfect before they ship
Image models often get the garment wrong: warped prints, broken buttons, changed collars, fabric that looks fake.
We are building agentic refinement on Claude: Claude is the AI agent that finds these garment artifacts and retouches them until the image matches the real product.
QC by Claude agents · agentic refinement on Claude in pilot · head-swap engine in production at around 8,000 images a month
Result comparisons
Inspect
every change
High-resolution output
Inspect how the model handles angles, lighting, hair, and occlusion.
Look 07
Target / result
Look 04
Target / result
Identity matrix
Focus or hover to reveal each approved source face.
Agentic refinement · built on Claude
Claude refines the garment in every AI image.
AI image models often get the garment wrong: warped prints, broken buttons, changed collars, fake-looking fabric. We're building agentic refinement on Claude to fix this. Quality control in Headloom is done by Claude agents, and Claude is the only AI agent we use. Claude compares each AI image with the real product shot, finds these artifacts, and runs the retouch through our tools. A person approves every final image. Our head-swap engine already runs on Louis Philippe catalogue work.
Claude agents do quality control on every image.
Claude's vision compares the AI image with the product shot and lists every garment artifact: warped prints, broken buttons, changed collars, wrong fabric texture, missing logos or stitching.
Claude plans the fix and runs it.
Using tool calls, Claude drives Headloom's retouching tools on each flagged area, then checks the result again and repeats until the garment matches the source.
A person signs off every final image.
The reviewer sees the before, the after and Claude's notes side by side, and approves, corrects or rejects. Nothing is exported without that approval.
- AI agents
- Claude only. Quality control, garment refinement, captions and metadata all run on Claude agents.
- Status
- Quality control by Claude agents. Agentic refinement on Claude in pilot. Head-swap engine already in production on catalogue work for Louis Philippe.
The product
One workspace from approved identity to reviewed output.
Every image below belongs to the same example. Reference, target, and result stay locked together. Claude agents check and refine every output before it reaches your reviewer.
Output locked
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Identity strengthBalanced
OutputHigh resolution
Review gateRequired
Product workflow
Run every catalogue through the same review path.
Keep approved source identities organised.
Separate reference assets from targets and retain the permission context your team needs.
Move a catalogue through one review path.
Structure work by project, look, and approval state instead of passing loose files around.
Compare the target and output before export.
Inspect lighting, hair, occlusion, and composition with a clear human approval gate.
Claude agents check and retouch every output.
Claude compares each generated image with its source, finds garment artifacts, identity drift and lighting, hair or occlusion errors, and runs the retouch on what it finds, so the reviewer starts from a corrected image with notes.
Catalogue-ready captions for every approved image.
Claude drafts product captions and image metadata for each approved output, ready for the reviewer to accept and export with the image.
Export only the outputs your team approves.
Define format, resolution, retention, and delivery expectations during the pilot.
Inspect the output
Target and result, aligned exactly.
This comparison uses the same target and its corresponding Headloom output.
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Built for production
Review the details your production team checks.
Identity control
Work from approved source identities and defined target assets.
Pipeline fit
Configure export format, review rules, retention and deployment in the workspace to fit your production needs.
Claude QC, human sign-off
Claude agents check every output against its source before your reviewer sees it, and a person approves every final image. Validate it in a controlled pilot before committing to production volume.
Product line
Head swap live. Agentic refinement next.
AI head swap
General head-swap for catalogue and creative work: approved identity in, reviewed output out — with lighting, hair, occlusion, and composition under human review.
- Identity library + consent context
- Target → generate → review → export
- Quality control by Claude agents, with agentic refinement in pilot
Agentic garment refinement on Claude
Claude compares every AI-generated fashion image with the real product shot, finds garment artifacts and retouches them through our image tools, with a person approving the final frame.
- Finds warped prints, broken buttons, changed collars, fake fabric
- Runs the retouch with tool calls, then re-checks
- Fits the same human-gated workflow
Refinement at catalogue volume
Run the Claude refinement agent across full daily catalogue queues, so fashion and ecommerce teams keep the speed of AI imagery without shipping broken garments.
- Artifact detection on high-res stills
- Repair paths tuned for fashion imagery
- Export only what passes review
Company
What Headloom is
Headloom makes AI-generated fashion images catalogue-ready. Our head-swap workspace is the product teams use today, and we are building Claude into it as the agent that finds and retouches garment artifacts before anything ships.
We work with catalogue, campaign and studio teams in private pilots. Every pilot runs on the customer's own approved identities and target images, with a human review gate before anything is exported.
Headloom is not starting from zero. The head-swap engine inside the workspace already runs in production on fashion catalogue work for Louis Philippe, at around 8,000 approved images a month, with human review on every frame.
- Product
- AI head swap, with quality control by Claude agents and agentic garment refinement on Claude (in pilot)
- Customers
- Catalogue, campaign, and studio production teams
- Status
- In private pilot with production teams. Live demos on request.
- Company
- Headloom (headloom.com), Chennai, India
- Founded
- May 2026
- Delivered for
- Louis Philippe
- Production volume
- Around 8,000 approved catalogue images a month
- Contact
- vishaal@headloom.com
- Website
- headloom.com
Team
Vishaal Ravi
Co-founder
Leads engineering and delivery. vishaal@headloom.com LinkedIn
FAQ
Frequently asked questions
What is Headloom?
Headloom makes AI-generated fashion images catalogue-ready. It combines AI head swap with a Claude agent that compares each image with the real product shot, finds garment artifacts and retouches them, and a person approves every final image. Quality control is done by Claude agents, and Claude is the only AI agent we use. The head-swap engine is in production; the Claude refinement agent is in pilot.
Which AI does Headloom use?
Claude, by Anthropic. Every AI agent in Headloom runs on Claude: quality control, agentic garment refinement, captions and metadata. Quality control is done by Claude agents, and a person approves every final image.
Can we try it on our own images?
Yes. We run a scoped paid pilot on a sample of your shots, using identities you have the rights to, before any production commitment.
Who is behind Headloom?
Headloom is built in Chennai, India, and led by co-founder Vishaal Ravi. See the Company page.
What happens to the images we send?
Images are used only to produce your outputs. They are not used to train models for anyone else, and they are deleted at the end of the pilot or on request. See our Privacy Policy.
What comes after headswap?
Agentic refinement on Claude, now in pilot, is next. After that we run it across full daily catalogue queues for fashion and ecommerce teams, inside the same review-gated workflow.
How fast can a project turn around?
Turnaround depends on shot count, resolution, review cycles, and deployment model. We scope a reviewable pilot first, then agree production volumes and turnaround in the workspace plan.
Do we retain control over likeness rights?
Yes. Work is performed only against approved assets and applicable likeness permissions. Commercial terms, usage rights, retention, and audit requirements are agreed before production.
Still have questions? vishaal@headloom.com
How to buy
How pricing works
- 1
Paid pilot
We start with a scoped pilot on 50–100 of your images, so you can judge quality on your own catalogue, with Claude agents running QC and agentic refinement on every image.
- 2
Production
After the pilot, production is priced per image, based on volume, resolution and turnaround.
- 3
Terms agreed up front
Usage rights, retention and delivery are fixed in writing before production starts.