01
Ask
Ask product questions.
Send an idea, feature request, customer quote, or roadmap question into the workspace. RapidIteration reads, decides, and replies with the reasoning attached.
The AI Product Manager workspace for teams building with AI
Add an AI Product Manager to your workflow.
RapidIteration gives your team a workspace to decide what to build, what to cut, how to spec it, and what is ready to ship.
20,000 free starter credits
Then $99/month
No per-seat charges
Where we are today
Intentionally high-touch. By design.
RapidIteration is early. Our first cohort is high-touch on purpose: a mix of AI workflows and senior product judgment, learning what to automate from every real decision. The workspace is the product today. Slack, Linear, GitHub, Notion, Microsoft Teams, Google Chat, and a public API are coming later. We are honest about what is software today and what is human-reviewed.
Why now
AI made software creation abundant. Judgment became the scarce layer.
AI tools make it easier to generate code, prototypes, and specs. They do not automatically decide what is worth building, what should be cut, what evidence is missing, or whether work is ready for real users.
84%
of developers are using or planning to use AI tools in their development process.
3.1%
of those same developers highly trust the output of AI tools.
Stack Overflow Developer Survey, 2025. The gap between adoption and trust is the entire market for judgment.
Built from real delivery work
The product is new. The judgment behind it is not.
RapidIteration is new as an AI Product Manager workspace. The judgment, methodology, and delivery standards behind it come from years of product and engineering work for organizations that could not afford to ship the wrong thing.
Previous product and engineering clients
Your RapidIteration Workspace
One workspace. One AI Product Manager. Every product decision.
Sign up. Receive 20,000 free credits. Ask your first product question. RapidIteration is its own workspace today — the product decisions, the Decision Memory, and the artifacts all live in one place.
02
Decide
Get structured decisions.
Build, cut, test, defer, or clarify. Always with MVP cut, ranked risks, single next-best-action, and what not to build yet.
03
Remember
Save Decision Memory.
Every decision, assumption, non-goal, risk, and feature cut is logged in the workspace. Refer back across sprints. Avoid building the same wrong thing twice.
04
Spec
Generate Build Spec outlines, PRDs, and ticket breakdowns.
Turn decisions into artifacts your team can execute. Architecture, screens, data model, acceptance criteria, and ticket-ready breakdowns.
05
Prepare
Prepare work for AI agents or humans.
Hand work off cleanly. Each artifact is agent-ready and human-readable. Launch-readiness review when something is about to ship.
Coming later:
Slack
Linear
GitHub
Notion
Microsoft Teams
Google Chat
API
How it works
Sign up. Ask. Decide. Remember.
No engineering project required. Create a workspace. Receive 20,000 free credits. Ask your first product question and get a structured decision back.
01
Create a workspace
Sign up. Your workspace is created automatically. Receive 20,000 free starter credits. No credit card required. Add teammates at no extra cost.
02
Ask a product question
Send your first idea, customer quote, roadmap question, or messy context. Specify the desired output: a decision, an MVP cut, a Build Spec outline, a PRD, or a ticket breakdown.
03
Get a structured decision
Receive a structured product decision: recommendation, MVP cut, risks, next action, and optional Build Spec outline and ticket breakdown.
04
Save to Decision Memory
The decision saves to your workspace's Decision Memory automatically. Refer back across sprints. Upgrade to $99/month when your team is ready.
The moat
Most AI tools forget yesterday. The workspace remembers.
Every decision, every assumption, every rejected idea, every feature cut, every shipped outcome. Over time, your workspace becomes the product brain of your company — and a record no one on your team has to maintain by hand.
- Decisions. Every recommendation with the reasoning and alternatives attached.
- Assumptions. Which beliefs are still unproven and what evidence would settle them.
- Non-goals and feature cuts. What you decided not to build, and why.
- Risks and outcomes. What you worried about, what shipped, what actually happened.
Who it is for
Built for anyone making product decisions with AI.
RapidIteration works for anyone making product decisions, but the first product is built for founder-led teams and solo builders using AI to move faster who still need stronger product judgment before they build.
F
Founder-led AI-native teams
Small teams shipping fast with AI. No senior PM yet. Founder still owns the roadmap. More feature ideas than engineering hours.
S
Solo founders
Solo builders using AI to ship faster than ever, but missing the second voice that says "do not build this yet."
A
AI-native agencies and studios
Turning messy client briefs into scoped, specced, AI-built deliverables. Repeatable intake, decision logs, and Build Spec outlines.
N
Nonprofits and organizations (later)
Deciding which internal tool, member portal, or AI workflow is worth building, and scoping it clearly before budget is committed.
Proof from previous delivery work
Not our first build. Just our clearest product.
These testimonials come from previous RapidIteration product, software, website, automation, and engineering engagements. They are included as proof of delivery capability, not as claims about the new AI Product Manager workspace.
"A HUGE thank you to the RapidIteration team for making our website project a pleasure every step of the way. From concept to launch, you were responsive, enthusiastic, creative, highly skilled and really fun to work with. We are thrilled with our new site and would highly recommend you to anyone looking for a great agency experience!"
Jill Javet
Communications, Marketing and Public Relations at Men's Sheds Canada, Canada
Previous RapidIteration delivery engagement
"This is an amazing company to work with! They are very attentive and sensitive to the needs of the client. They stand behind their product, and ensure that quality is delivered."
Jean Rikhof
Provincial Coordinator, Data & Reporting, Healthy Aging, Canada
Previous RapidIteration delivery engagement
"I was impressed with the level of professionalism, comprehension, and the high-quality of the work that was performed. The task was completed efficiently and promptly, and I have no hesitation in recommending RapidIteration to others."
Abdul Rahim
DDL content manager, Canada
Previous RapidIteration delivery engagement
"Rapiditeration has provided consistent and structured work in the cause of several years and with great expertise they are able to scale with projects at a global level. Having supported the built from ground up of our industry leading, mass-consumer digital entertainment product, they delivered consistently with great competence."
"Whilst a complex system, they ensured project management retained simplicity and with it accessibility, allowing us to focus on what we do best knowing we could trust our product to run fluently and seamlessly through continuous iteration and enhancements. Rapiditeration comes with our warmest recommendations to businesses of all sizes and in any stage."
Nicolas Lund
CEO at iBiggerPicture, Malta
Previous RapidIteration delivery engagement
"We have relied on RapidIteration team's capabilities in multiple projects. We cannot be any happier from their service. Give them a vision, get your product."
M. Edries
CEO at PHC, United States
Previous RapidIteration delivery engagement
"The team at RapidIteration set the standard in programming. Whether your project is simple or complex, they will take your vision and code it into reality, with elegance and sophistication in the end result."
S. Mohsanyar
CEO at Asara, United States
Previous RapidIteration delivery engagement
Pricing
Start with 20,000 free credits. Upgrade when ready.
No per-seat charges. Credits are shared across your whole workspace. Every plan includes the full workspace.
Free
$0
20,000 starter credits inside your workspace
- RapidIteration workspace
- Ask product questions
- Get structured decisions
- Save to Decision Memory
- No credit card required
RapidIteration
$99/month
Monthly credits and full workspace usage
- Full RapidIteration workspace
- Monthly credit allowance
- Decision Memory across sprints
- Build Spec outlines
- PRD drafts
- Ticket breakdowns
- No per-seat charges
Enterprise
Custom
Tailored credit ceilings, SLA, DPA, onboarding
- Everything in Team
- Custom credit volumes
- Invoicing and custom billing
- Security review and DPA
- SLA and priority support
- Audit trails and SSO
FAQ
Direct answers.
If something is not here, email hello@rapiditeration.com and we will answer it directly.
Is this just a chatbot?
No. RapidIteration is a workspace built around product decisions. Every answer is structured: recommendation, MVP cut, risks, next action, and what not to build yet. It is designed to challenge the question, not just answer it — and it should be willing to tell you "do not build this yet."
Why not just use ChatGPT, Claude, or Cursor?
Those tools answer or execute. RapidIteration is a workspace designed to challenge product decisions, remember what was decided, and turn decisions into repeatable specs and tickets. Anyone can ask Claude a product question. Almost no one can get it to refuse, remember, and stay consistent across a year of sprints.
Do we need Slack to use this?
No. RapidIteration is its own workspace today. Slack, Linear, GitHub, Notion, Microsoft Teams, Google Chat, and a public API are coming later as integrations. You can use the workspace fully without any of them.
What are credits?
Credits track usage inside your workspace across product questions, decision memos, Build Spec outlines, and ticket breakdowns. A product decision is around 500 credits. A Build Spec outline is around 1,500. A ticket breakdown is around 1,000. Every workspace starts with 20,000 free credits.
Is Production Gate still a product?
Not as a standalone v1 product. Launch-readiness review is a capability inside the workspace under PREPARE. It may return as a separate paid add-on once teams are using it heavily.
Is this replacing a Product Manager?
No. It gives small teams product judgment before they have a full product function, and helps existing PMs avoid repetitive decision logging and spec drafting. Use the workspace until your team's complexity earns the senior PM headcount — and then keep it for the parts a PM should not be doing manually anyway.
Is this just a consultant in a workspace avatar?
Today, partially yes. Our first pilots are intentionally high-touch — a mix of AI workflows and senior product judgment. The patterns we see ten times become software. The judgment cases stay human-reviewed. We are honest about which is which.
What about privacy on what we share with the workspace?
We never train on your data. Decision Memory is per-workspace and exported on request. We process only what you submit through the workspace. Plain English on the privacy page.
Who is this not for?
No-code shops building marketing sites. Teams with a full product org and senior PM/design lead already in place. Regulated medical-device class III or aerospace products. We will tell you up front if you are not a fit.
The next sprint is too expensive to spend on the wrong thing.
Start with 20,000 free credits inside your RapidIteration workspace. Make your first product decision today.