
Source-based marketing content workspace
Reduce fact-checking and rewrite cycles while keeping every claim traceable to approved source material.
- For
- Marketing teams and content agencies producing recurring copy from owned source material
- Solves
- Copy is generated from prompts without source grounding, so teams re-check facts, rewrite for brand voice and still risk unsupported claims.
- Delivers
- Editor-approved marketing copy linked to source references
- Built in
- about 4 weeks of creation time, MVP in 5 days
- Investment
- $13,500 for the MVP, $46,000 for the full product
- Run it
- Inside your business, or as part of your offer to clients
What it does
Reduce fact-checking and rewrite cycles while keeping every claim traceable to approved source material.
- Generate draft copy from a brief or keyword set.
- Write blog posts and long-form articles.
- Create social posts and captions per platform.
- Produce ad and campaign copy variants.
- Generate content in multiple languages.
- Apply reusable templates per content type.
- Suggest angles to overcome writer's block.
- Rephrase existing text for clarity or tone.
- Optimize copy against declared SEO constraints.
- Edit and format in an AI-assisted document editor.
- Support named team roles and review states.
- Automate recurring content workflows.
- Process approved batches of briefs in bulk.
- Flag passages for originality review.
- Attach generated images to approved copy.
- Apply a stored brand voice profile.
- Export to connected publishing destinations.
- Summarize long source documents into key points.
- Compare the reviewed result with the recorded baseline and value assumptions.
- Capture corrections and named-owner approval before consequential use.
- Export a versioned editor-approved marketing copy linked to source references with source references and unresolved questions.
Everything these tools do, in one app
- AI content generation Creates written content automatically from a prompt or keywords.Found in Linkdelta, Jounce, Writesonic and 7 more
- Blog and article writing Generates blog posts and long-form articles.Found in Linkdelta, Jounce, Writesonic and 7 more
- Social media content Creates posts and captions for social media platforms.Found in Linkdelta, Jounce, Writesonic and 5 more
- Ad and marketing copy Produces advertising copy and marketing materials.Found in Linkdelta, Jounce, Writesonic and 7 more
- Multilingual support Generates content in multiple languages.Found in Linkdelta, ContentBot, Jasper and 2 more
- Customizable templates Provides pre-made templates for different content types.Found in Jounce, Nichesss, WordHero
- Idea generation Suggests ideas to help overcome writer's block.Found in Linkdelta, Writesonic, Jasper and 1 more
- Content rephrasing Rewrites existing text to improve clarity or adapt messaging.Found in Writesonic, ContentBot, Canva Magic Write
- SEO optimization Optimizes content for search engines.Found in Writesonic, ContentBot, WordHero and 2 more
- AI document editor Provides an editor with AI assistance for writing and formatting.Found in Jounce, Writesonic, Nichesss
- Team collaboration Allows multiple team members to work together on content.Found in Jounce, Jasper
- Content automation Automates content creation workflows and tasks.Found in ContentBot, TreeBrain
- Bulk content processing Processes large datasets or generates content in bulk.Found in ContentBot
- Plagiarism checker Checks content for originality.Found in ContentBot
- AI image generation Creates images and artwork to accompany content.Found in Jasper, WordHero
- Brand voice customization Tailors content to match a specific brand voice or tone.Found in Writesonic, Jasper, TreeBrain and 1 more
- Platform integration Integrates with other platforms for seamless content creation.Found in GhostWryter, TreeBrain, Canva Magic Write
- Text summarization Condenses long texts into key points.Found in Writesonic, Canva Magic Write
What goes in, what comes out
- Licensed brand assets
- Approved product facts
- Audience notes
- Channel constraints
AI drafts, people review. Source-based content workspace with editorial delivery.
- Editor-approved marketing copy linked to source references
How it works
The workflow
- InStart with
Licensed brand assets, approved product facts, audience notes and channel constraints
- 1
Confirm the buyer's problem and scope
- 2
Collect licensed brand assets
- 3
Approved product facts
- 4
Audience notes and channel constraints
- 5
Then follow this sequence: 1
- OutFinish with
Editor-approved marketing copy linked to source references
AI does the heavy lifting, people stay in charge
Use AI to interpret permitted inputs, suggest structured mappings and generate candidate outputs for the three 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 approved brand voice profile and one channel set; final fact, legal and brand checks remain editorial. A model suggestion is never a verified fact, professional decision or authorization to act.
What your team sees
Primary screens: Source library and brief, Editable production preview, Client proof and delivery. Use a thumbnail gallery for campaigns, a large central editing canvas, and a right-hand panel for sources, 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 editor-approved marketing copy linked to source references 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, approved product fact sheets and permitted research sources. Cloud asset storage, document 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.
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
Scoping call
Day 1Thirty 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
MVP
5 daysOne buyer segment, one recurring use case; first modules: generate draft copy from a brief or keyword set; write blog posts and long-form articles. Manual review in the loop. Built by our AI software factory.
- 3
Paid pilot
6 daysAccounts, roles, review states, audit trail and the first integration, hardened for two to three paying pilot customers.
- 4
Full product
2 weeksSelf-serve onboarding, billing, monitoring and the wider integration set.
- 5
Run and improve
MonthlyWe 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.
- Pick the riskiest assumption. Here: will marketing teams and content agencies producing recurring copy from owned source material use it to solve "copy is generated from prompts without source grounding, so teams re-check facts, rewrite for brand voice and still risk unsupported claims"?
- Build only what tests it. One team, one use case, a few core modules. People do the rest by hand for now.
- Run a paid pilot. Agree quality and outcome thresholds before the pilot using this measure: Accepted copy per editorial hour and corrections after publication.
- Measure, then decide. Track accepted copy per editorial hour and corrections after publication; 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 approved brand voice profile and one channel set; final fact, legal and brand checks remain editorial. Implement one approved input format, a bounded representative case set and the first two task modules: generate draft copy from a brief or keyword set; write blog posts and long-form articles. Support the third module with operator review: create social posts and captions per platform. 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 editor-approved marketing copy linked to source references. Retain the explicit scope boundary: One approved brand voice profile and one channel set; final fact, legal and brand checks remain editorial.
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 editorial QA. Obtain representative authorized cases, baseline measurements, qualified reviewers and a buyer-side decision owner. Specific limitation: One approved brand voice profile and one channel set; final fact, legal and brand checks remain editorial.
Investment
A planning range to start the conversation, not a quote. You pay per phase, so you can stop after the MVP.
- Phase 1
MVP
One buyer segment, one recurring use case; first modules: generate draft copy from a brief or keyword set; write blog posts and long-form articles. Manual review in the loop.
- Phase 2
Paid pilot
Accounts, roles, review states, audit trail and the first integration, hardened for two to three paying pilot customers.
- Phase 3
Full product
Self-serve onboarding, billing, monitoring and the wider integration set.
Indicative total, MVP to full product$46,000about 4 weeks of creation time · start with the MVP from $13,500
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.
| Stage | Hosting and infrastructure | AI usage | Total per month |
|---|---|---|---|
| MVP and paid pilotabout 3 customers | $30–$60 | $70–$140 | $100–$200 |
| Full productabout 50 customers | $110–$210 | $700–$1,400 | $810–$1,610 |
Run it or resell it
For your own team
Marketing teams and content agencies producing recurring copy from owned source material run it inside the business: licensed brand assets, approved product facts, audience notes and channel constraints in, editor-approved marketing copy linked to source references out, reviewed by your people.
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
#282791 - accent
#a4c954 - surface
#e5e4f1 - ink
#22201e
- Headings
- Manrope
- Text
- Manrope
- Voice
- Energetic, specific, results-minded
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 content package. Offer a monthly production allowance after repeat demand. Quote complex multilingual or regulated campaigns separately. These are test prices, not market benchmarks. Package the initial sale as one bounded editor-approved marketing copy linked to source references. 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
Reduce fact-checking and rewrite cycles while keeping every claim traceable to approved source material. Demonstrate a concrete editor-approved marketing copy linked to source references using the buyer's approved example and show the baseline, corrections and actual delivery effort.
Where to find buyers
Marketing teams and content agencies producing recurring copy from owned source material professional communities; specialist consultants serving this buyer; permissioned partner introductions; practical demonstrations at relevant trade or practitioner events.
Lead magnet
A reviewed sample editor-approved marketing copy linked to source references from a small authorized input set, with a transparent calculation of accepted copy per editorial hour and corrections after publication and no promised savings.
The first 30 days
- Week 1: interview five marketing teams and content agencies producing recurring copy from owned source material and inspect a recent example of copy generated from prompts without source grounding, so teams re-check facts, rewrite for brand voice and still risk unsupported claims.
- Week 2: prepare a consented or synthetic demonstration of the three task modules.
- Week 3: seek one bounded paid pilot with agreed baseline and acceptance criteria.
- Week 4: measure accepted copy per editorial hour and corrections after publication, 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 copy per editorial hour and corrections after publication. 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 copy per editorial hour and corrections after publication; accepted-output rate; material error rate; reviewer correction time; actual repeat purchase.
Retention and expansion
Repeat the workflow when the buyer again needs editor-approved marketing copy linked to source references. 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 brand voices, channel constraints and review examples, together with reliable delivery for a narrow marketing niche. Build a permissioned library of representative task cases, reviewer corrections and verified operating constraints for marketing teams and content agencies producing recurring copy from owned source material. Repeatable delivery and useful integrations matter more than access to a base model.
Alternatives and positioning
Linkdelta, Jounce, Writesonic, Nichesss, ContentBot, Jasper, WordHero, GhostWryter, TreeBrain and Canva Magic Write are rented today for parts of this job. Compare this product with the buyer's present method on accepted copy per editorial hour and corrections after publication. Offer a bounded paid workflow instead of claiming broad autonomous expertise. Market uniqueness and competitor coverage are not verified.
Main delivery costs
Generation attempts, 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 editor-approved marketing copy linked to source references. Track cost per accepted output, including correction work, unsuccessful cases and support.
Safeguards
Preserve brand voice, source attribution, claim accuracy and usage permissions. Brand owners approve substantive changes and publication scope. One approved brand voice profile and one channel set; final fact, legal and brand checks remain editorial. Keep all consequential actions under authorized human control and do not fabricate missing inputs, permissions, professional judgments or market evidence.