Production engineering for AI healthtech products.

We build the AI wellness apps, mental health platforms, RPM systems, and clinical workflow tools that funded healthtech startups ship, HIPAA-architected from week one.

180+ products shipped75+ funded clients2019 Founded

Care workflow

Move from patient intake to a reviewed care queue

Patient input, red-flag rules, model output, and human review need one clear path through the product. The team can see where each decision came from and where it goes next.

  • Apply deterministic safety rules before model inference
  • Route uncertain or urgent cases to a clinical review queue
  • Keep the decision trail available for operations and audit
Patient intake flows through a triage agent into the nurse queue, cutting median triage timePatient intakeWeb · SMS · voiceTriage agentRed-flag rules, then the modelHIPAA-awareMEDIAN TRIAGE40 secdown from 4 min

Clinical integrations

Connect the care stack without blurring data boundaries

FHIR, EHR, device, identity, video, and cloud integrations each carry different contracts. We define those boundaries before data reaches the application layer.

  • Map FHIR R4 and HL7 interfaces to the workflow you need
  • Test each patient channel and provider system in isolation
  • Document subprocessor and access paths before production data arrives

FHIR R4

EHR systems

Health devices

AWS

Identity

Virtual care

Application boundary

Put model providers behind a controlled application layer

Your team keeps consent, access, retrieval, and review in the application. Model providers receive the minimum context required for the task, under the retention and residency controls the engagement supports.

  • PHI segregation
  • Audit logging
  • Encryption at rest + in transit

Model gateway

Review queue

Audit trail

Clinical data

Retrieval

Bedrock

Capabilities

Build the patient and provider workflow

Each surface is designed around safe handoffs, traceable actions, and the care operation behind the screen.

AI wellness companions

Consumer-facing conversational AI for habit, mood, sleep, and fitness. Mobile-first builds with Apple Health, Google Fit, and wearable integrations wired in from day one.

AI mental health platforms

CBT/DBT-informed AI coaches, mood tracking, crisis-detection patterns, content libraries, and clinician dashboard layers. Safeguarding workflows are engineered in from the start.

AI patient triage & intake

Symptom checkers, pre-visit intake flows, routing engines, and EHR-ready output formatted to FHIR R4, built to clear real clinical-workflow constraints in production.

AI clinical documentation

Ambient scribe systems, SOAP note generation, ICD-10 / CPT coding assistants, and EHR write-back integrations, production-grade enough for ambient deployment on real clinicians.

Remote patient monitoring (RPM) platforms

Wearable integrations across Apple Health, Fitbit, Withings, and Dexcom; real-time vital-sign processing; clinician alerting; and provider dashboards engineered for the latency RPM actually requires.

Telehealth platforms

HIPAA-compliant video, async messaging, scheduling, and virtual waiting rooms, integrated on top of established video infrastructure: Twilio, Daily, Vonage, Zoom for Healthcare.

Healthcare RAG systems

Retrieval-augmented generation over clinical guidelines, protocols, and patient histories, built with HIPAA-conscious data architecture and audit trails wired into every retrieval.

AI provider workflow tools

Scheduling optimization, prior-auth automation, claims-coding assistants, denial management, and provider productivity layers, built on event-grade infrastructure for clinical operations teams.

Doctor using a tablet in a clinical environment

Clinical tools designed around real care workflows

Clinician using a touchscreen tablet in a clinical setting

Clinical delivery

Care workflows need a human handoff

Patient-facing AI has to connect intake, safety rules, model output, and review in one auditable path. Clinical teams need to see when the system acted and when a person took over.

Production proof

AI healthtech products we shipped to production

We shipped systems for patient support, clinical review, and longitudinal care workflows.

Shipped system

AI Mental Health Companion

Conversational care platform with safeguarding escalation patterns and a clinician dashboard layer for crisis review.

Shipped system

AI Personal Development Platform

Adaptive goal-setting with longitudinal progress modelling, mood tracking, and habit-loop reinforcement.

Connected systems

39+ healthcare platforms in the delivery path

Standards, clinical systems, and patient channels stay connected through explicit data boundaries.

Healthcare standards

  • HL7 v2.x
  • HL7 v3
  • FHIR R4
  • FHIR DSTU2
  • CDA
  • DICOM
  • ICD-10
  • CPT
  • SNOMED CT

EHR vendors

  • Epic
  • Cerner / Oracle Health
  • Athenahealth
  • eClinicalWorks
  • NextGen
  • DrChrono

Wearables & device platforms

  • Apple HealthKit
  • Google Fit / Health Connect
  • Fitbit Web API
  • Withings
  • Garmin Health API
  • Dexcom
  • Oura

Healthcare cloud

  • AWS HIPAA-eligible services
  • Azure for Health
  • Google Cloud Healthcare API
  • Aptible
  • Datica / Truentity

Telehealth & video

  • Twilio Video (HIPAA)
  • Daily
  • Vonage Video API
  • Zoom for Healthcare

Payments & billing

  • Stripe Healthcare
  • Square
  • AdvancedMD
  • Waystar

Identity & access

  • Auth0
  • Okta
  • AWS Cognito
  • Clerk

Control posture

See the control evidence in the delivery plan

Privacy, access, and audit controls enter the build from the first sprint. The table separates what we ship now from work that needs an external assessor.

The control artifacts and implementation evidence delivered with the product.
StandardStatusWhat we ship
HIPAACompliantHIPAA-grade encryption (TLS 1.3, AES-256), access controls, audit logging, BAA available. Team trained on HIPAA Privacy/Security Rule.
HITECHCompliantBreach notification workflows, ePHI safeguards, audit-ready event logging.
GDPR / UK GDPRCompliantHealth-data special-category handling, consent management, lawful-basis documentation.
HL7 / FHIR / DICOMCompliantHL7 v2.x interfaces, FHIR R4 integrations, and DICOM viewer / PACS connections shipped across multiple healthtech engagements.
FDA SaMDNot yetNo FDA-cleared SaMD products shipped. We can architect for SaMD compliance; a separate regulatory consultant is required for the clearance pathway itself.
ISO 27001Not yetInternal controls library in place; no certification held.
SOC 2 Type IINot yetPlanned. Target window: late 2026 / early 2027.

We document security posture alongside product scope, data flows, and the evidence your team needs to maintain.

  • SOC 2 aligned
  • HIPAA-aware
  • GDPR

A note from the founder

From the founder

I started Robust Devs in 2019 after watching too many good products die between agencies. The pattern was always the same: big promises in the sales call, silence by week six. We built this firm to be the opposite of that. A small senior team, honest scope, and the uncomfortable truth delivered early.

If you are building in marketing, healthtech, or fintech, tell me what you are working on. If we are not the right team for it, I will say so on the first call and point you somewhere better.

Tayyab Hanif

Tayyab Hanif

CEO, Robust Devs

Testimonials

What clients say after the build

Real client reviews: 4.6/5 across 58, every one checkable at source. Lightly copyedited for spelling only.

  • Recorded client call

    I find him very nice to work with and he actually delivers a very good quality. So I am really happy with him.

    Noa van der Veen · Strategy and operations, CheckyPro

  • Recorded client call

    I very much respect the knowledge that you have. You have a lot of things, just in our few communications, that no one else has mentioned. No one else has even made me think about them.

    Mirinda Scott · Founder, AI Change Mangement

  • SkinOS / 2250.care
    The team treats our roadmap like their own. Every standup felt like working with our own engineers, not an outside vendor.

    SkinOS team

    Clinical product, SkinOS / 2250.care

  • Recorded client call

    You're doing very, very well... the confidence that you're building with me — the full product is what I want to go with.

    Evan Kerivan · Founder & CEO, Restaurants Insightful

  • CheckyPro
    They told us what NOT to build. That single conversation re-shaped six months of roadmap and saved us a lot of money.

    CheckyPro team

    Operations, CheckyPro

  • Recorded client call

    You guys seem switched on and like you know what you're doing. I've got a good feeling about it.

    Dan Cameron · Founder, Self-image

  • Recorded client call

    You guys take a lot of pride and ownership in the work.

    Hamza Tariq · Co-Founder, GoldenEye

  • PixelFox
    They shipped the production version of what our previous agency had been promising for nine months, without the weekly excuses.

    PixelFox team

    Founders, PixelFox

  • Recorded client call

    I find him very nice to work with and he actually delivers a very good quality. So I am really happy with him.

    Noa van der Veen · Strategy and operations, CheckyPro

  • I had a large project built that needed a very specific understanding and the project was executed perfectly. Great design, great code, no bugs and anything I needed was done incredibly professionally. I would highly recommend and I will definitely be coming back with my…

    Verified client

    Israel

    $4,000+ · 11 monthsVerified client review

  • We approached several sellers in our search to get an app developed for our Shopify store. I had a very clear idea in my mind what we wanted and, through [their] expert questioning, [they] absolutely 'got it'. This was further proved through delivery of a…

    Verified client

    United Kingdom

    $1,500–$2,000 · 4 weeksVerified client review

  • We're working on a Shopify app that retrieves book data from our API and helps online stores and booksellers create book listings faster. This time, we needed to improve the app design and fix functionality issues. In general, we're satisfied with the service and plan…
    Barbara Hartman

    Barbara Hartman

    Repeat client · United States

    $400–$600 · 3 weeksVerified client review

  • This was a special request where we needed to rush this development. [They] complied and finished everything at the agreed time, and even worked until 2AM [their] local time in order to finish this on time. [They] went the extra mile for us with this…

    Verified client

    Canada

    Verified client review

  • [They were] very patient as we figured out exactly what we needed our app to do. [They were] able to get all the functionality we required, communicated well, and [were] upfront about the cost. We'll definitely be coming back for future projects!

    Ben McLellan

    Canada

    Verified client review

  • Absolutely fantastic work. This was a tricky app, and [they] did great work. [They] really know [their] way around Shopify and the process for developing a Shopify app, which was a great help to me! [They're] motivated and committed, and delivered a very high-quality app.…
    Lisa Zigel

    Lisa Zigel

    Israel

    Verified client review

  • I am very pleased to have worked with [them]! [They were] very detailed and delivered me perfection in an app! I look forward to working with [them] again!
    Verified client

    Verified client

    United States

    $3,000–$4,000 · 2 monthsVerified client review

  • Amazing service. Amazing time. Took all input and made the site great even with minor changes along the way. Will certainly try to use again if I'm lucky enough to have [them] work with me again. Thank you for everything.
    Gabriel Muller

    Gabriel Muller

    United States

    Verified client review

  • Very fast and thorough. [They] did exactly what I asked and then went the extra mile to tie up a couple of loose ends. I'm really pleased with the speed and efficiency, and would certainly recommend [them]. Thank you for your help and highly professional…
    Danny Venn

    Danny Venn

    Cambodia

    Verified client review

  • [They understand] the problem so well and deliver the results super quick. I'll not hesitate to say that I've found a gem. One thousand percent recommended!
    Verified client

    Verified client

    Pakistan

    Verified client review

  • Very positive experience. [They are] diligent, hardworking, and [have] good communication skills. Highly recommended.
    Max Hawthorne

    Max Hawthorne

    United States

    Verified client review

  • [They were] very patient, [and] prepared to go the extra mile so I got the result I wanted. Highly recommended.

    Carey Heazlewood

    Australia

    Verified client review

  • The project was not easy, literally. [They] did hard work on our project and finished as expected. Would like to work on upcoming new features together. Thank you.

    Erica Yagelsk

    United States

    Verified client review

  • [They are] reasonable, meticulous, [have] a great sense of design, and [are] very responsive. I really enjoyed working with [them] and [they] delivered a beautiful website for me.

    Verified client

    United States

    Verified client review

  • Extremely patient and did not stop until what I needed was delivered. Excellent partner to work with!
    R. Mendoza

    R. Mendoza

    United States

    Verified client review

  • I didn't expect such great service from someone I found without a referral. I got lucky and I hope to work with [them] again in the future.

    Verified client

    United States

    $1,500–$2,000 · 10 daysVerified client review

  • Bought this to create a website for my startup company. Results were above and beyond what I was expecting! Quick to answer, and always gave great input and ideas!

    J. Leonard

    United States

    Verified client review

  • We are very impressed with the service and the delivery and will use them again!
    Alexander Ekdahl

    Alexander Ekdahl

    Sweden

    Verified client review

4.6/5across 58 verified client reviews.Read them all at source

Frequently asked questions

Straight answers on PHI, integrations, clinical review, and regulatory boundaries.

  • We ship HIPAA-compliant builds: HIPAA-grade encryption (TLS 1.3, AES-256), access controls, ePHI safeguards, and audit logging are wired in from day one. As a business associate handling ePHI on your behalf, we sign a BAA before any production data lands. Our engineers are trained on the HIPAA Privacy and Security Rules.

Building AI for healthcare? Schedule a meeting.

Bring the product, data flow, and clinical handoff you need to ship. You will leave the first call with a clear next step, even when that step is not hiring us.