Screenshot of the Managed multi-model visual production workbench interactive demo
Screenshot of the interactive demo, on sample data

Managed multi-model visual production workbench

Consolidate generation, editing, brand control and review into one owned workspace.

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For
Creative teams and marketing departments producing images, video and design assets in-house
Solves
Visual production is spread across several rented generation, editing and writing tools, so assets, brand rules and review history sit in different accounts.
Delivers
Reviewed visual assets and brand systems linked to named-owner approvals
Built in
about 6 weeks of creation time, MVP in 7 days
Investment
$14,500 for the MVP, $49,500 for the full product
Run it
Inside your business, or as part of your offer to clients
01

What it does

Consolidate generation, editing, brand control and review into one owned workspace.

  1. Generate images from text prompts.
  2. Generate video from text prompts.
  3. Edit visuals in real time on canvas.
  4. Upscale images to higher resolution.
  5. Generate patterns and visual illusions.
  6. Apply style references from example images.
  7. Export at high native resolution.
  8. Suggest written copy in the user's style.
  9. Check grammar and spelling with context.
  10. Generate content ideas to unblock writers.
  11. Apply templates for blogs, emails and reports.
  12. Support multi-user real-time collaboration.
  13. Run fully in the browser.
  14. Edit through conversational dialogue.
  15. Route requests across multiple AI models.
  16. Generate logos, packaging, ads and store concepts from one prompt.
  17. Build cohesive brand systems across media.
  18. Customize elements with a drag-and-drop editor.
  19. Produce design variations in one click.
  20. Suggest gradients, layouts and styles.
  21. Provide a library of templates, icons, fonts and shapes.
  22. Guide users through an adaptive creative workflow.
  23. Optimize art for specific design contexts.
  24. Connect to ecommerce and design projects.
  25. Meter usage with credits and flexible plans.
  26. Draw hand-drawn style diagrams on an infinite canvas.
  27. Generate diagrams from code snippets.
  28. Show code editor and canvas side by side.
  29. Test text generation interactively.
  30. Adjust tone, length and creativity settings.
  31. Preview AI text in real time.
  32. Offer a free tier to start.

Everything these tools do, in one app

What goes in, what comes out

What the customer puts in
  • Approved brand references
  • Prompt libraries
  • Asset templates
  • Review rules

AI drafts, people review. Visual production platform with managed creative review.

What the customer gets
  • Reviewed visual assets
  • Brand systems linked to named-owner approvals
02

How it works

The workflow

  1. In
    Start with

    Approved brand references, prompt libraries, asset templates and review rules

  2. 1

    Confirm the buyer's problem and scope

  3. 2

    Collect approved brand references

  4. 3

    Prompt libraries

  5. 4

    Asset templates and review rules

  6. 5

    Then follow this sequence: 1

  7. Out
    Finish with

    Reviewed visual assets and brand systems linked to named-owner approvals

AI does the heavy lifting, people stay in charge

Use AI to interpret permitted inputs, suggest structured mappings and generate candidate outputs for the stated task modules. Use deterministic code for arithmetic, schema validation, hard constraints and reproducible tests. Review source-linked explanations and uncertainty before accepting results. One fixed brand guideline set and licensed asset library; final brand and legal checks remain human. A model suggestion is never a verified fact, professional decision or authorization to act.

What your team sees

Primary screens: Brand and reference setup, Editable production canvas, Client proof and delivery. Use a thumbnail gallery for projects, a large central editing canvas, and a right-hand panel for prompts, references, constraints and comments. Let users compare versions side by side. Display draft, changes requested and approved states. Provide a client preview link with comments anchored to the relevant asset. Make the task-specific outcome reviewed visual assets and brand systems linked to named-owner approvals visible beside its evidence, review state and value baseline.

Accounts and administration

Project ownership, asset versions, client comments, approval states, usage allowances, revision limits, download history and a rights record for supplied material. Add organization access boundaries, named reviewers, usage caps, data retention controls, export logs and explicit approval for external actions.

Integrations and data access

Brand-owned asset libraries, authorized stock and font sources and permitted research sources. Cloud asset storage, design-file import/export and publishing destinations. Start with file exchange and validate destination specifications before promising direct publishing. Start with authorized file exchange. Validate current provider access, usage rights and schema behavior before promising a connector.

03

How we build it

We build with our own AI software development factory, so most implementations take days to a few weeks of creation time, not months. You see working software at every step, and exact timing depends on availability.

  1. 1

    Scoping call

    Day 1

    Thirty minutes on your process, your data and how you want to run it: for your own team, or for your clients. You get a fixed scope and price for the MVP.

  2. 2

    MVP

    7 days

    One buyer segment, one recurring use case; first modules: generate images from text prompts; generate video from text prompts. Manual review in the loop. Built by our AI software factory.

  3. 3

    Paid pilot

    8 days

    Accounts, roles, review states, audit trail and the first integration, hardened for two to three paying pilot customers.

  4. 4

    Full product

    3 weeks

    Self-serve onboarding, billing, monitoring and the wider integration set.

  5. 5

    Run and improve

    Monthly

    We host, monitor and improve it for a fixed monthly fee, or hand it over to your team. How the retainer works.

Why we start with an MVP

An MVP, or minimum viable product, is the smallest version that your users can actually work with. It is not a cheap version of the full solution. It is a test, built to answer the questions that decide whether the rest is worth building.

  1. Pick the riskiest assumption. Here: will creative teams and marketing departments producing images, video and design assets in-house use it to solve "visual production is spread across several rented generation, editing and writing tools, so assets, brand rules and review history sit in different accounts"?
  2. Build only what tests it. One team, one use case, a few core modules. People do the rest by hand for now.
  3. Run a paid pilot. Agree quality and outcome thresholds before the pilot using this measure: Accepted assets per production hour and corrections after brand review.
  4. Measure, then decide. Track accepted assets per production hour and corrections after brand review; accepted-output rate; material error rate; reviewer correction time; actual repeat purchase. Then expand, change course or stop, with evidence instead of opinions.

MVP scope for this solution. Pilot scope: One fixed brand guideline set and licensed asset library; final brand and legal checks remain human. Implement one approved input format, a bounded representative case set and the first two task modules: generate images from text prompts; generate video from text prompts. Support the third module with operator review: edit visuals in real time on canvas. Include source references, corrections, basic organization access, approval states, export and value measurement. Use managed operator assistance for unresolved exceptions. The cost estimate covers this narrow prototype, not unrestricted multi-tenant scale, complex production integrations, specialist certification or physical operations.

After the MVP. Once paid pilots prove usefulness, automate repeatable reviewed steps and add one verified source integration. Expand supported inputs and case volume only after new evaluation cases pass. Build reusable customer configurations and recurring value reports around reviewed visual assets and brand systems linked to named-owner approvals. Retain the explicit scope boundary: One fixed brand guideline set and licensed asset library; final brand and legal checks remain human.

What the build depends on. Asset upload and preview, asynchronous generation jobs, editable version history, reviewer access and tested export formats. High-fidelity production requires specialist creative QA. Obtain representative authorized cases, baseline measurements, qualified reviewers and a buyer-side decision owner. Specific limitation: One fixed brand guideline set and licensed asset library; final brand and legal checks remain human.

04

Investment

A planning range to start the conversation, not a quote. You pay per phase, so you can stop after the MVP.

  1. Phase 1

    MVP

    One buyer segment, one recurring use case; first modules: generate images from text prompts; generate video from text prompts. Manual review in the loop.

    $14,500 · about 7 days of creation time

  2. Phase 2

    Paid pilot

    Accounts, roles, review states, audit trail and the first integration, hardened for two to three paying pilot customers.

    $14,500 · about 8 days of creation time

  3. Phase 3

    Full product

    Self-serve onboarding, billing, monitoring and the wider integration set.

    $20,500 · about 3 weeks of creation time

Indicative total, MVP to full product$49,500about 6 weeks of creation time · start with the MVP from $14,500

Running costs per month

A rough indication of monthly hosting and AI model costs once it is live, not tested. Real costs depend on usage, file sizes and the models chosen.

StageHosting and infrastructureAI usageTotal per month
MVP and paid pilotabout 3 customers$40–$80$150–$310$190–$390
Full productabout 50 customers$160–$320$2,100–$4,200$2,260–$4,520
05

Run it or resell it

Internally

For your own team

Creative teams and marketing departments producing images, video and design assets in-house run it inside the business: approved brand references, prompt libraries, asset templates and review rules in, reviewed visual assets and brand systems linked to named-owner approvals out, reviewed by your people.

For your clients

As part of your offer

Agencies, consultancies and software companies can offer it to their own clients under their brand. We build and maintain it; you sell and deliver it.

Your brand, or this one

Run it under your own brand, or start from this concept style.

  • primary#913727
  • accent#54a0c9
  • surface#f1e6e4
  • ink#22201e
Headings
Libre Baskerville
Text
IBM Plex Sans
Voice
Confident, visual, craft-proud
Selling it to your own clients: the go-to-market playbook

Pricing to test

Test a USD 300-1,500 fixed pilot for one defined asset package. Offer a monthly production allowance after repeat demand. Quote complex video, 3D or specialist design separately. These are test prices, not market benchmarks. Package the initial sale as one bounded reviewed visual assets and brand systems linked to named-owner approvals. Recurring fees must specify volume, review depth and integration support. For exchanges, test a disclosed coordination or successful-service fee rather than holding customer funds. Reprice only after measuring real delivery labor; platform-build cost is separate from a commercial pilot fee.

Message to test

Consolidate generation, editing, brand control and review into one owned workspace. Demonstrate a concrete reviewed visual assets and brand systems linked to named-owner approvals using the buyer's approved example and show the baseline, corrections and actual delivery effort.

Where to find buyers

Creative teams and marketing departments producing images, video and design assets in-house professional communities; specialist consultants serving this buyer; permissioned partner introductions; practical demonstrations at relevant trade or practitioner events.

Lead magnet

A reviewed sample reviewed visual assets and brand systems linked to named-owner approvals from a small authorized input set, with a transparent calculation of accepted assets per production hour and corrections after brand review and no promised savings.

The first 30 days

  1. Week 1: interview five creative teams and marketing departments producing images, video and design assets in-house and inspect a recent example of visual production spread across several rented generation, editing and writing tools.
  2. Week 2: prepare a consented or synthetic demonstration of the three task modules.
  3. Week 3: seek one bounded paid pilot with agreed baseline and acceptance criteria.
  4. Week 4: measure accepted assets per production hour and corrections after brand review, reviewer effort and repeat-purchase interest. This is a demand-validation plan, not a thirty-day full-product delivery promise.

Paid pilot

Agree quality and outcome thresholds before the pilot using this measure: Accepted assets per production hour and corrections after brand review. Continue only if the buyer accepts the actual output, the intended job outcome improves without unacceptable errors, and measured delivery cost fits willingness to pay. Revise or stop if access is unavailable, qualified review cannot be provided, or apparent savings disappear after corrections and support. Use held-out cases when comparing model quality; use a properly reviewed comparison design before making causal claims. Record missing cases and negative results alongside successful outputs.

Success metrics

Accepted assets per production hour and corrections after brand review; accepted-output rate; material error rate; reviewer correction time; actual repeat purchase.

Retention and expansion

Repeat the workflow when the buyer again needs reviewed visual assets and brand systems linked to named-owner approvals. Retain permissioned settings and reviewed examples, report realized value honestly, and sell increased volume or adjacent approved workflows only after contribution margin and quality remain acceptable.

Why clients would pick it

A reusable library of approved styles, brand constraints and review examples, together with reliable delivery for a narrow creative niche. Build a permissioned library of representative task cases, reviewer corrections and verified operating constraints for creative teams and marketing departments producing images, video and design assets in-house. Repeatable delivery and useful integrations matter more than access to a base model.

Alternatives and positioning

Krea, Krea 1, Mindtown AI, Imagine with Meta AI, Kira.art, Genspark AI Designer, Rustic AI, Smart Palette, Drawsy and Playground. Compare this product with the buyer's present method on accepted assets per production hour and corrections after brand review. Offer a bounded paid workflow instead of claiming broad autonomous expertise. Market uniqueness and competitor coverage are not verified.

Main delivery costs

Generation attempts, video or image processing, storage, reviewer hours, client revision rounds and licensed source assets. Additional initial validation requires representative authorized sample preparation, buyer interviews, buyer-side evaluation and bounded validation of reviewed visual assets and brand systems linked to named-owner approvals. Track cost per accepted output, including correction work, unsuccessful cases and support.

06

Safeguards

Preserve brand voice, source attribution, asset accuracy and usage permissions. Brand owners approve substantive changes and publication scope. One fixed brand guideline set and licensed asset library; final brand and legal checks remain human. Keep all consequential actions under authorized human control and do not fabricate missing inputs, permissions, professional judgments or market evidence.

Get this solution built

Built for you by our AI software factory, MVP in about 7 days. Tell us about your business and how you want to run it: inside your company, or as part of what you offer your clients. We reply within one working day.

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