Production engineering for AI marketing products.

We build the AI ad platforms, outbound engines, AEO tools, and content engines that funded marketing-AI startups ship to production.

180+ products shipped75+ funded clients2019 Founded

Capabilities

What we build

Production application layers for the campaign, content, and revenue workflows around your models.

AI ad creative platforms

Ad generation engines that produce multiple creative variants, feedback loops that show which one is working, and checks that catch off-brand creative before it ships. Platform-specific output for Meta, Google, TikTok, and LinkedIn.

AI outbound & SDR engines

Cold-email personalization at scale, lead enrichment pipelines, sequence orchestration, reply classification, and CRM sync, all built to clear deliverability thresholds.

AI SEO / AEO platforms

Content engines, AI-search optimization for ChatGPT, Perplexity, and Claude visibility, schema generation, and ranking trackers, built on content pipelines that hold up in production.

AI content engines

Briefing → drafting → editing → distribution pipelines with brand-voice fine-tuning, multi-language support, and fact-checking built in. Built for editorial teams who publish daily.

RevOps automation platforms

Lead routing engines, scoring models, sales workflow automation, and multi-tool integrations, stitched into one coherent revenue pipeline.

AI attribution & analytics

Multi-touch attribution models, ad-platform data normalization, custom dashboards, and ROI calculators for your end users, built on infrastructure that tracks every event correctly.

AI personalization engines

Web and email personalization, segment models, A/B/n testing infrastructure, and real-time inference, fast enough to run without slowing the page down.

Marketing data platforms

Customer data infrastructure, event tracking, identity resolution, audience builders, and BI dashboards: the foundation every other AI marketing system in your stack depends on.

Marketing systems

Marketing products we build

Each route goes deeper on the workflows, integrations, and production constraints for that part of the marketing stack.

Production proof

AI marketing products we’ve shipped to production

Measured outcomes stay attached to the systems that produced them.

Autoengage AI

AI-personalized outbound platform shipped to production with sub-100ms enrichment latency and 6-figure ARR within six months.

AI Ads Assistant

Multi-variant ad generation engine integrating Meta, Google, and LinkedIn APIs, with checks that catch off-brand creative and feedback loops that show which ad is winning.

LinkedIn AI Comment

Real-time AI commenting product handling thousands of personalized replies a day, with platform-policy checks and reply quality scoring.

AI Commerce Agent

Conversational commerce agent for end-customer marketing journeys: an AI-driven checkout flow, attribution, and CRM sync built on Anthropic and a vector store.

Architecture

Turn channel signals into one system you own

Ad spend, CRM events, and web behaviour need one owned path before a model can return useful signal. We build that application layer around your model providers.

  • Keep OpenAI, Anthropic, Vertex AI, and Bedrock replaceable
  • Ship campaign, content, attribution, and revenue workflows on one event foundation
Ad spend, CRM, and web events flow into an attribution engine that reports return on ad spendAd spendMeta · Google · TikTokCRM eventsHubSpot · SalesforceWeb analyticsGA4 · server eventsAttribution engineScores every channel weeklyROAS+38%90 days after launchLIVE

Integrations

Connect the 33+ platforms your team already runs

We connect the operating stack you already use, with clear ownership of event contracts, retries, rate limits, and failure states.

  • Ad platforms, CRMs, analytics, content systems, and email infrastructure
  • Production monitoring for the APIs that sit between your product and its users

Ad platforms

CRM and RevOps

Analytics

Content and SEO

Model providers

Email infrastructure

Control posture

Compliance posture

Controls are wired into the delivery path from the first sprint.
StandardStatusWhat we ship
GDPR / UK GDPRCompliantLawful-basis records, DPA templates, data subject request flows, retention enforcement at the schema level.
CCPA / CPRACompliant"Do not sell" toggles, consumer-request endpoints, and audit logs that satisfy California disclosure rules.
CAN-SPAM / CASLCompliantConsent capture, unsubscribe-within-10-days enforcement, and physical-address footers wired into your outbound engines.
Ad platform policiesCompliantWorking knowledge of Meta, Google, LinkedIn, and TikTok advertising policies; creative review hooks; account-health monitoring.
ISO 27001Not yetInternal controls library in place; no certification held.
SOC 2Not yetPlanned alongside ISO 27001 once the controls baseline is externally validated.
Analytics dashboard on a laptop screen

Marketing data that holds up under real traffic

Creative professional reviewing a campaign layout on a large desktop screen

Production context

The model is one part of the marketing system

We engineer the data paths, application workflows, and safety limits that turn AI capability into a product your customers can run every day.

Free diagnostic

Check the weak spots first

A focused review of architecture, model spend, and the bottlenecks holding back growth.

Free

AI Marketing Stack Audit

60-min audit of your AI marketing platform's architecture, model spend, and growth bottlenecks.

Request my free audit

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

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

Frequently asked questions

Scope, integrations, ownership, and what happens before a build starts.

  • We default to the best off-the-shelf model for the job: OpenAI, Anthropic, or Google Vertex AI most of the time. We fine-tune when there's a genuine accuracy or cost win, but training a model from scratch is almost never the right call for an AI marketing product. We'll be honest about the trade-off.

Readiness check

Audit before you add scope

Use the checklist to find production risks before they become roadmap work.

ArchitectureSecurityDelivery
Free

Free Tech Audit Checklist

Self-assessment checklist for AI product teams to gauge production readiness.

Get my free checklist

Building an AI marketing product? Schedule a meeting.