We’ve been designing AI surfaces since before ChatGPT existed. Generative AI, LLM agents, clinical AI, ML forecasting, reinforcement learning. Confidence scoring, citations, human-in-the-loop. Live AI products, not mockups.
Founders and product teams we’ve shipped with
We shipped Contenda, a generative-AI product for content, in 2021. Since then we’ve designed Elkra’s clinical AI through an ~90-day MVP-to-AI revamp, run a 4-year AI partnership inside the world’s largest FMCG, shipped HomeRemitt’s built-in LLM agent across 250K+ customers, and rebuilt RLCore’s industrial reinforcement-learning platform. Generative AI. LLM agents. ML forecasting. Reinforcement learning. AI augmentation of existing products. We know confidence scoring. We know human-in-the-loop. We know what trust looks like on an AI screen.
Free 7-day sprint · founder-led · reply within 1 business day
Six AI surfaces we’ve shipped in production. Each one is paired with the deliverables we’ll bring to yours, trust patterns, confidence scoring, human-in-the-loop, agentic flows, SaaS UI, dashboards, engineering.
Prompt-and-generate flows, output review states, regeneration patterns, citation chips, AI-output labels, edit-and-accept workflows. We shipped Contenda, a generative-AI product for content, in 2021, before ChatGPT existed. The earliest GenAI case in the studio.
Read Contenda
Built-in assistants, multi-step agent reasoning, tool-use surfaces, human-in-the-loop checkpoints, agent transcripts, intervention controls. HomeRemitt’s built-in LLM agent ships across 250K+ customers on the agent app and operator dashboard.
Read HomeRemitt
AI for clinicians, finance teams, and regulated workflows. Confidence scoring, citations to source data, audit trails for compliance review, override paths. Elkra is a white-label clinical AI for neurologists. MVP to AI in ~90 days, live in production.
Read Elkra
Sales-forecasting, promotion-planning, demand-prediction, retail analytics. Probabilistic outputs, scenario comparison, override workflows, what-if controls. We’ve run a 4-year AI partnership inside the world’s largest FMCG (SFOS + PRAT), two enterprise AI products on one ongoing engagement.
Read SFOS + PRAT
Reinforcement-learning operator interfaces, real-time control surfaces, policy visualization, training-vs-production toggles, dark-theme industrial UX. RLCore’s industrial RL platform ran an MVP-to-launch revamp with our team, real before/after pairs live in the case file.
Read RLCore
The retrofit case, adding AI to a product that wasn’t AI-native. Seller analytics that suggest the next action (Feedvisor on Amazon + Walmart). Real-estate AI augmentation that travelled with a multifamily SaaS through to acquisition by EquityMultiple (HoneyBricks).
Read Feedvisor
One scoped surface. Our team in your Slack for five days. You keep every file.
Embedded team: monthly retainer, your stack. How the SFOS + PRAT partnership ran for 4 years inside the world’s largest FMCG.
Project sprint: fixed scope, fixed deadline. How Elkra went from MVP to AI in ~90 days.
Continuous UI and product delivery on the surfaces that matter. Founder Muzammil on call when stakes go up.
Eight straight answers, cost, timeline, live AI vs mockups, hallucinations and trust, in-house teams, engineering, seed-stage, and the cancel-any-time question.
Two engagement shapes. Your call. Embedded team: a monthly retainer with our team inside yours. Project sprint: fixed-scope, fixed-deadline build for an MVP, dashboard rebuild, or single launch. Either way the first surface is shipped as a free 7-day trial sprint. Drop us a note for the current rate sheet.
A single scoped AI surface (one copilot, one confidence-scored dashboard, one agent flow) is live in 1–2 weeks. An MVP end-to-end runs 4–8 weeks. Elkra went from MVP to AI-augmented production in ~90 days. Multi-year enterprise AI partnerships (SFOS + PRAT inside the world’s largest FMCG) have run for 4 years.
Live. We have been since 2021, before ChatGPT existed. Contenda is the earliest generative-AI case in the studio. Elkra runs in production for neurologists. SFOS + PRAT is live inside the world’s largest FMCG for 4 years. HomeRemitt’s built-in LLM agent is live across 250K+ customers. Five AI flavors shipped. GenAI, LLM agents, ML forecasting, reinforcement learning, AI augmentation.
Confidence scoring on every model output, citations to source data, human-in-the-loop on the high-stakes step, audit trails for compliance review, clear AI labels for everything generated. Trust UX isn’t a banner, it’s a pattern set we apply per surface. We’ve shipped these patterns inside clinical AI (Elkra), financial AI (HoneyBricks AI augmentation), and FMCG forecasting (SFOS + PRAT).
That’s the default. We embed in your Slack, join your daily stand-ups, ship into your Figma / Linear / Jira, and follow your release cadence. Contenda, Elkra, SFOS + PRAT, and HomeRemitt all ran this way. We’re not a third-party agency, we’re another seat in the room.
Both. Most of our AI engagements run as design plus engineering on top of your model layer. SFOS + PRAT included frontend engineering across the 4-year partnership. HomeRemitt’s customer + agent apps were design and engineering. You can take the Figma and walk, or you can have us ship the React.
Both. Contenda was an early-stage GenAI startup when we shipped together, before ChatGPT existed. Elkra went from MVP to AI in ~90 days. We also work with enterprise teams adding AI to existing surfaces, the SFOS + PRAT partnership inside the world’s largest FMCG is now four years long.
Yes. Our engagements are month-to-month, no multi-year contracts, no sourcing fees, no statement-of-work overhead. You keep every file we ship, regardless of when the engagement ends.
Tell us what you’re building and we’ll get back with a scoped sprint.
