Niko M.web + software engineer
Applied AI / product operationsBuilt for one seller · multi-tenant version not yet built

Turn one product photo into a reviewable content workflow.

Your team gets a phone-friendly tool for product scenes, localized copy, infographics, and short video. Prompts, providers, credentials, usage controls, and approval rules stay behind the interface.

Durable image and video queues · source-versus-result checks · localized copy · shared gallery · credit use and refunds

Delivery
Built for your operation
Infrastructure
Your server or cloud account
Typical scope
$15k–$60k+
Support
Handoff or ongoing help
The workflow

How the work moves

  1. Phone or catalog photo
  2. Visible product facts
  3. Image alternatives
  4. Fidelity review
  5. Localized copy and video
  6. Approval and shared gallery
What works now

The core workflow already works.

A private product-content studio fitted to your product types, brand, languages, output formats, providers, storage, roles, and review process.

  • One team and product family
  • Phone upload and source-image intake
  • Fact extraction and image alternatives
  • One localized copy workflow
  • Durable jobs, history, and shared gallery
  • Owner-side prompts, providers, credentials, and usage controls
What I tailor

I fit it to how your team works.

I fit the data model, rules, interface, integrations, permissions, hosting, review steps, and reporting to your business. The real work is joining those parts without breaking the operation you already have.

Runs in a dedicated customer environment with customer-owned AI, storage, and domain accounts. Product rights, claims, approvals, and final published output remain yours.

What I can show

The current system already does this.

The current single-seller system accepts phone photos, extracts visible facts, creates several scene options, compares generated output with the source, writes editable Thai copy, creates vertical video, and keeps work in durable queues and a shared gallery. It includes seller/owner roles and an idempotent credit ledger.

Not a fit if

When I would not recommend it.

  • A public prompt box with anonymous users and no content owner
  • A guarantee that generative models preserve every product detail exactly
  • Unreviewed medical, financial, legal, or otherwise regulated product claims
Related builds

These cases show the migrations, tests, and applications behind this system.

Phone photo to complete product packThe implemented seller workflow and its current single-team limits. Publishing control planeWhere generated assets join evidence, review, schedules, and releases. GPU orchestration labSeparating model, image, translation, and embedding workloads.
Before the full build

Start with a short technical planning phase.

$2.5k–$6k · usually 5–7 business days

I inspect the current system, map what can be reused, identify the risky parts, and leave you with a build plan and a tighter price. Clear scopes go straight to a quote.

Estimate your version

See which decisions move the price.

This gives you the right order of magnitude. Data quality, integrations, migrations, deadlines, and who runs production can move it.

Add what your version needs
Likely implementation range $15k–$60k+

The estimate assumes one main decision-maker, workable source data, your hosting, and that I keep the reusable core.

After launch
Send me this scope
After the build

Take the handoff or keep me involved.

For 30 days after handoff, I fix anything that does not match the agreed build. After that, you can run it yourself or keep me on for maintenance, production help, or reserved development time.

Handoff

No ongoing fee

You take over the agreed release. I still fix build defects for 30 days; ongoing updates and operational help are separate.

Maintenance

$1.5k–$3k/month

Annual commitment. Scheduled releases, security and compatibility fixes, and planned upgrade help. No incident response or custom development.

Production support

$3.5k–$6.5k/month

Six-month minimum. Maintenance, one-business-day response on working days, deployment help, and a monthly allowance for incident or operational work.

Reserved engineering

$7.5k–$12k/month

Six-month minimum. Priority queue, planned release work, and reserved engineering capacity. Unused capacity does not roll over; larger features are scoped separately.

Workflow defects within the accepted scope are covered for 30 days. Provider changes, prompt tuning, model evaluation, new formats, and operations are separate work.