How the retainer works
This service is designed for founders and companies with products built using AI-assisted or vibe coding who need ongoing product development, UX improvements, and rapid iteration—but don't want to hire an entire in-house product team.
Your dedicated team includes a Product Manager, Product Designer, and Developer, working together in short, fast-paced delivery cycles. We continuously monitor product performance, review user feedback and product metrics, prioritize improvements, and rapidly release new features and UX enhancements.
Instead of reacting to problems, we proactively help your product evolve based on real user behavior and business goals. This allows you to iterate faster, validate new ideas quickly, and continuously improve your product without managing multiple freelancers or building an internal team.
This retainer is a good fit if
Improve your UXYou've launched an MVP or Proof of Concept and want to iterate quickly based on real user feedback.
You want to continuously release new features and validate product-market fit through rapid development cycles.
You're scaling your product from an MVP into a mature, production-ready solution.
You need a dedicated team that can manage product strategy, UX design, and development without hiring multiple full-time specialists.
You want to test new ideas, features, and business hypotheses with real users before making larger investments.
Your product evolves rapidly, and you need frequent updates driven by analytics, user feedback, and product metrics.
You want to shorten the time between identifying an opportunity and releasing an improvement to the market.
You're looking for an agile product team that can continuously optimize your product, improve user experience, and support long-term product growth.
As a resultWhat each cycle delivers
As part of the AI Product Team as a Service engagement, you'll receive continuous product improvement delivered in 1–2 week iteration cycles.
Each cycle includes:
Product discovery and requirements definition for the next set of improvements.
Feature prioritization based on business goals, user feedback, and product metrics.
UX/UI design for new features and enhancements.
Development and implementation of approved features.
A/B testing and experiment planning where appropriate.
Analysis of user behavior and product metrics, including conversion, retention, engagement, and churn.
Continuous refinement of existing features based on real user feedback and analytics.
Regular product roadmap updates and recommendations for future iterations.
By working in short, iterative cycles, your product continuously evolves based on real market data, allowing you to validate ideas faster, improve user experience, and accelerate product-market fit while maintaining a rapid release cadence.
Other services
Dedicated AI Product Team
An end-to-end product delivery service for founders who want to turn an idea into a launch-ready MVP or proof of concept as fast as possible. One team, covering every stage of the product, moving quickly.
No full team to cover every stage of the product at speed

AI Product Design Architect
Product and design architecture for teams building with AI-assisted or vibe-coding tools: requirements, user flows, information architecture, and a design system for AI or engineers to follow.
No product and design foundation before AI-assisted development starts

UX Optimization Retainer
An ongoing service for live products: we monitor real user behavior, analytics, and feedback, then continuously optimize the experience through data-driven design decisions.
One-off audits instead of continuous, data-driven UX improvement

F.A.Q.
We focus on digital products with real complexity: fintech, CRM, marketing and SEO tools, MedTech, EdTech, PropTech, and AI-based apps, across both web and mobile. If your product has heavy logic and multi-step flows, it is squarely in our wheelhouse.
Start with the problem, not the deliverable. If a single flow is underperforming, a Workflow UX audit is enough. If retention is dropping across the whole product, a Deep product UX audit finds the root cause. Not sure? Book a call and we will point you to the smallest engagement that solves your problem.
We can, but we rarely recommend it. The analytics stage is where we turn assumptions into evidence, and skipping it means designing in the dark. If you already have solid research, we will review it and move straight to design; if you do not, a short discovery pays for itself.
It depends on how wide the problem is. Choose a Workflow UX audit for one specific journey, a Deep product UX audit when the whole product is losing users with no clear cause, and a Product heuristic evaluation when you need a fast expert read before committing to a larger project.
Timelines depend on scope, but most audits take one to three weeks, and a full product design engagement runs from a few weeks to a couple of months. After a short scoping call we give you a concrete timeline before any work starts.
We use AI to move faster without cutting corners: accelerating research synthesis, exploring more design directions early, and automating the repetitive parts of delivery. Every decision that reaches your product is still made by a senior designer.
Let’s design a product
people understand
Need a stronger UX for your platform? Tell us a little about your product and we will get back to you with a clear next step.