Build software.
Ship AI that works.
QCerris builds AI, software, data and cloud platforms for teams running mission-critical systems. Quality you can prove, audit-ready by design.
End-to-end engineering.
AI to infrastructure.
We design and build platforms from scratch, modernize the ones you have, keep them running, and fix the problem that’s slowing you down.
AI & Generative AI
LLM applications, agentic systems, RAG, LLMOps, fine-tuning, and AI governance. In production since 2017.
Learn more →Software Development
Full-cycle E2E engineering of secure web, mobile, and enterprise applications - discovery through production support.
Learn more →Cybersecurity
SecOps, Zero-Trust, AI red-teaming, DevSecOps, and InfoSec governance aligned to ISO/IEC 27001.
Learn more →Data Engineering
Data architecture, pipelines, warehouses, lakes, governance, and analytics-ready infrastructure at any scale.
Learn more →Cloud & DevOps
Cloud migration, multi-cloud architecture, CI/CD, platform engineering, and SRE across AWS, Azure, and GCP.
Learn more →Digital Strategy
Technology assessments, AI and data roadmaps, tech-stack selection, and ongoing strategic advisory.
Learn more →With AI, speed is easy.
Control is hard.
We felt it in our own delivery. AI made writing code fast, and the bottleneck moved to both ends: vague requirements going in, and more pull requests than anyone could review. So we built the fix: CodeMerlin.
- Faster, with fewer rounds of rework
- Every change traced to an approved requirement, ready for audits
- Runs in your cloud or on-prem, with your own model
controls them allKeep your tools. Keep your agents.
CodeMerlin turns each request into an approved spec, gives your coding agent that context, and checks every pull request against it. Anything that misses doesn’t merge.
- RequestFrom Jira, Linear or Azure DevOps
- Approved specOpen questions answered before any code
- Your coding agentGets the spec, plan and tests through MCP
- Checked against the spec
- Meets acceptance criteria
- Follows the plan
- Covers the edge cases
- Merge gateAnything that misses doesn’t merge
Our people.
The whole stack.
AI engineers shipping agents, data engineers, DevOps and SRE who keep AI running, plus software, QA and security. 100+ engineers and specialists, and they never stop learning.
We don't bolt AI on.
We build it in.
What sets us apart? Our AI engineers and data scientists don’t just use AI, they build it: machine learning, fine-tuned models, RAG, agents and MLOps, in production since 2017. And we’re model agnostic: any model, any cloud.
See all AI capabilitiesOur information-security program is independently assessed against this international standard.
LLM apps, agentic AI, multi-agent orchestration, RAG, vector search, fine-tuning - platform agnostic.
Training pipelines, model serving, monitoring, evaluation, and retraining - reliable AI in production.
Output validation, bias evaluation, adversarial testing, and governance frameworks at enterprise scale.
CodeMerlin.ai · built by QCerris
The AI control tower we built for our own delivery. Every pull request is checked against an approved spec before it merges.
See how it works ↑An engineering partner,
not a vendor.
We hire the top 5% of talent, build long-term partnerships, and tailor every team to your exact needs - whether you need one specialist or a full cross-functional unit.
Started an “AI practice” after the 2023 LLM boom
Building production AI systems since 2017 — years of real-world experience
Consultants who hand off recommendations and move on
Founders who ship our own products (CodeMerlin.ai) — we live with what we build
Security reviewed at the end of the project, if at all
ISO/IEC 27001-aligned security built into every sprint from day one
One-size-fits-all retainer or contract
Three flexible models — chosen together with you after a Discovery session
Deep domain experience
Delivered mission-critical systems in the sectors that demand the most.
Healthcare & Pharma
HIPAA-compliant platforms, clinical data MLOps, digital health applications.
Financial Technology
AI, risk modeling, and compliance engineering for banks and fintechs - built to stand up to bank-partner reviews and audits.
Logistics
The largest carrier network integration in the U.S. and EU - 100K+ carriers, integration quality and SLAs at scale.
Public Sector
Secure, standards-aligned digital services and modernization for government.
Telecommunications
Large-scale data, cloud, and process automation for telecoms enterprises.
Insurance
Policy automation and claims intelligence that hold up to carrier and regulator scrutiny.
Work with us the way that fits.
Or any mix of these. Every engagement starts with a Discovery session and is governed by an SLA from day one.
A dedicated team
A complete cross-functional team assembled for you. We own coordination and quality end to end.
Specialists in your team
Individual experts or pods inside your existing teams. Scale precise skills up or down on demand.
A project, start to finish
A defined scope with a committed cost and delivery date. Budget certainty, accountability to a milestone.
One problem, solved
Bring us the thing that’s stuck. We solve that one problem, hand it back, and you decide what’s next.
Getting started is easy.
- 1TalkTell us the problem
- 2DiscoveryWe map it together
- 3AgreeSetup and timeline
- 4DeliverFast and traceable, with CodeMerlin
- 5Run & improveWe keep it running
Not sure where to begin? Start with an AI Delivery Health Check.
We take a few of your real tickets through our governed delivery and show you what your AI-assisted development produces today - speed, quality, and what an auditor or client review would see. The findings are yours, whatever you decide next.
Bring us the problem.
We’ll find the fastest way to solve it. We respond within a few days and can arrange a non-binding introductory call.
Start a conversation