Trusted by teams backed by and working with
What We Do
What we build.
AI Productionization
From prototype to production-grade.
You built the demo. We ship the product. We take your half-built AI projects — messy notebooks, fragile pipelines, one-off scripts — and turn them into reliable, scalable production systems that your team and customers can depend on.
Start a conversationModel optimization & deployment (GPU, serverless, edge)
Reliability engineering — monitoring, fallbacks, guardrails
API design & integration into your existing stack
CI/CD for ML — versioning, testing, rollback
MarTech Engineering
Your marketing stack, supercharged with AI.
We build and integrate the marketing technology infrastructure that actually moves the needle. From customer data platforms to AI-powered personalization engines, attribution systems, and automated campaign orchestration.
Start a conversationCDP & data pipeline architecture
AI-powered personalization & recommendation engines
Marketing automation & campaign orchestration
Attribution modeling & analytics infrastructure
Agentic Transformation
Make your company run on agents.
We help companies design and deploy AI agent systems that automate complex workflows end-to-end. Not chatbots — real autonomous agents that reason, plan, use tools, and get work done across your organization.
Start a conversationCustom agent design — tool use, memory, planning
Multi-agent orchestration & workflow automation
Human-in-the-loop guardrails & governance
Integration with your existing systems & data
Product Engineering
Custom software, built right — without the drama.
Not every problem needs AI. Sometimes you just need a SaaS product built, an internal tool that works, a platform modernized, or a complex system architected — on time, on budget, and maintainable for the long haul.
Start a conversationSaaS platforms, internal tools & custom applications
Web, mobile, API — full-stack delivery
Code quality, testing & CI/CD you can trust
Legacy modernization & architecture clean-up
Why DistarkLabs
You've tried the alternatives.
AI consultancy gave you a 50-page strategy deck
We give you deployed, running code in production
Your dev team built a demo but can't get it to scale
We've shipped 50+ AI systems — we know the pitfalls
Your marketing stack is 14 tools duct-taped together
We build unified, AI-native marketing infrastructure
"AI agents" from vendors are just fancy chatbots
Our agents use tools, maintain state, and execute workflows
Contractors build it and leave, nothing works after
We build for handoff — your team owns and maintains it
How We Work
From chaos to production
A proven process for turning AI experiments into reliable systems. Fast, transparent, and built for handoff.
Audit & Assess
We dig into what you've built — your code, your models, your infrastructure, your data. We identify what's working, what's broken, and what's missing. You get a clear-eyed assessment with a concrete plan.
Architect & Design
We design the target architecture — production infrastructure, API contracts, monitoring, testing strategy, and deployment pipeline. No guesswork. Every decision is documented and agreed on.
Build & Harden
Our engineers rebuild the critical path. We refactor, optimize models, build proper pipelines, add guardrails, write tests, and integrate with your stack. Real engineering, not prototype-quality code.
Ship & Support
We deploy to production, monitor performance, and iterate. We train your team, hand over runbooks, and provide ongoing support. You own everything — we just make sure it works.
Case Studies
Real projects. Real outcomes.
Every engagement starts with a hard problem and ends with a system running in production. Here's a sample.
Shipping a GPT-powered underwriting engine for a Series B insurtech
Their data science team had a working prototype in notebooks. We rebuilt it as a fault-tolerant microservice processing 10K+ applications/day with sub-200ms latency, full audit logging, and model versioning.
Building an AI personalization engine for a D2C e-commerce brand
We designed and deployed a real-time recommendation system integrated with their CDP, increasing conversion rates and average order value. Built custom attribution modeling to replace their patchwork of analytics tools.
Deploying autonomous agents across operations for a logistics company
We built a multi-agent system handling shipment routing, customer inquiries, exception management, and carrier negotiations. Agents use real tools, maintain context across conversations, and escalate to humans when needed.
Turning a computer vision prototype into a real-time QA system
A manufacturing company had a promising defect-detection model but no way to run it in production. We optimized the model, built edge deployment, and integrated with their MES. Now running 24/7 across 3 factory lines.
Building an AI research analyst agent for a VC firm
We designed an agent that autonomously researches companies, pulls financials, analyzes competitive landscapes, and generates investment memos. Partners review agent output instead of starting from scratch.
Migrating a Fortune 500 company off legacy marketing infrastructure
Replaced a fragile patchwork of 14 marketing tools with a unified, event-driven architecture. AI-powered segmentation, automated multi-channel campaigns, and real-time analytics — all in one system.
Technologies
We work with your stack.
Model-agnostic, cloud-agnostic, framework-agnostic. We use whatever is best for the job — and we're deep in all of it.
AI / ML
Infrastructure
Languages & Frameworks
MarTech
What Clients Say
Trusted by engineering leaders.
“We had six months of AI experiments sitting in notebooks. DistarkLabs turned our best prototype into a production system in eight weeks. It's been running at scale for a year without a single outage.”
VP of Engineering
Series B Insurtech
“They didn't just build us an agent — they rethought how our entire operations team works. Our support agents now handle 3x the volume with AI handling the routine work autonomously.”
COO
Logistics Company
“Our marketing stack was held together with duct tape and prayers. DistarkLabs rebuilt our entire data pipeline and added AI personalization. Conversion rates went up 34% in the first quarter.”
CMO
D2C E-commerce Brand
“What sets DistarkLabs apart is they actually understand both the AI and the engineering. Most AI consultancies can build a demo but can't ship production software. These folks do both.”
CTO
Enterprise SaaS
About DistarkLabs
We bridge the gap between AI ambition and production reality.
Most companies have AI prototypes. Very few have AI in production. The gap between a working demo and a reliable, scalable system is enormous — and it's where most projects die.
DistarkLabs exists to close that gap. We're a team of senior engineers, ML practitioners, and infrastructure experts who specialize in taking AI from “it works on my laptop” to “it's running in production serving real users.”
We also believe the next wave of competitive advantage comes from agentic AI — systems that don't just answer questions but autonomously execute complex workflows. We help companies design and deploy these systems responsibly.
Engineering-first
We're engineers, not slide-deck consultants. Every engagement produces working, production-grade software — not a PDF of recommendations.
Pragmatic AI
We use AI where it makes sense and traditional engineering where it doesn't. No hype, no unnecessary complexity. Just the right tool for the job.
Built for handoff
Everything we build is designed to be owned and maintained by your team. Clean code, full documentation, and knowledge transfer are standard.
Outcomes over hours
We don't sell seats or hours. We sell outcomes — shipped products, working systems, and measurable results. We succeed when you succeed.
Ready to ship?
Let's turn your AI
into a product.
Whether you have a prototype that needs to go to production, a marketing stack that needs AI, or an organization ready to go agentic — we should talk.
Free consultation
30 min to discuss your project scope and goals
Fast start
Most engagements kick off within 1–2 weeks
Response in 24hrs
We read every inquiry and respond quickly