AI
Many AI initiatives stall between the demo and the rollout. We start from a business result and take one real use case into production.
Pick one use case with a result you can measure, then check the data and the feasibility.
Build a working prototype against real inputs, and measure quality, accuracy and edge cases with your team.
Integrate it into your systems with data privacy, human review, monitoring and auditability.
# from hype to impact
for use_case in backlog:
if not use_case.has_business_value():
continue
model = prototype(use_case, real_data)
if human_review(model).passed:
deploy(model)When teams call us
Roadmap work competes with keeping the lights on. We add capacity that fits your workflow.
We send vetted candidates in 24–72 hours, and you interview them yourself.
A managed team with a named lead makes delivery predictable.
We take a real use case to production, with data privacy and human review built in.
Content, design, build and analytics can all sit with one partner.
Every engagement has a delivery lead, code review and regular reporting.
Services
Start with one, or combine several into a single delivery team.
Full-cycle delivery from discovery and UX/UI through engineering, QA, DevOps and support.
Vetted remote specialists who join your tools and process, from one role upward.
A cross-functional team that works as an extension of your company.
GenAI assistants, document processing, workflow automation and AI-ready data systems.
Content, SEO, PPC, SMM, branding, AIO/GEO and PR, connected to design and analytics.
Specialist capacity that plugs into any engagement.
Industries
Editorial workflows, publishing platforms, subscriptions and AI-assisted tools.
Internal tools, automation and platform modernization.
MVPs, rapid prototyping and architecture that can scale.
Secure financial products, compliance-aware engineering and data pipelines.
Secure workflows, careful data handling and UX for professional software.
Document automation, case management and AI-assisted legal workflows.
Work
Clients are described by type and region. Many engagements run under NDA.
100%of recorded calls transcribed and scored
Telecom · NDA
Speech recognition, a conversational agent and CRM integration for an operator with 12M+ subscribers, with no cloud speech APIs.
Python, Kafka, PostgreSQL, Kubernetes
10×lower database load on the live feed
Cybersecurity media · US · NDA
Open-source scraping, LLM extraction and an entity graph, shipped as an MVP on a tight deadline.
Python, FastAPI, Celery, Next.js
5×faster API processing
Healthcare · Canada · NDA
A microservices migration for SOC2 and a patient alert system, in an engagement running over five years.
Symfony, Node.js, React Native, RabbitMQ
1.5×faster attorney workflow
LegalTech · US
A multi-assistant LLM pipeline with human review turns hundreds of pages per case into structured output.
Vue.js, FastAPI, LangChain, OpenAI API
45Kconference users handled without disruption
Healthcare media · US
A centralized platform and data microservice replaced a failing analytics service, delivered in one month.
Drupal, AWS
+9%conversion rate
Food media · US
Daily and weekly digests surfaced the release errors that were dragging on rankings and conversions.
Node.js, Sails.js, AWS, Google Analytics
2,000+content pages brought to WCAG 2.0 AA and 2.1 AA
EdTech · US · NDA
A five-person team audited and rebuilt pages across 30+ journals, supporting the VPAT needed for institutional sales.
Adobe Experience Manager, React, axe DevTools
15Kactive users in the first two weeks
EdTech · Africa
A mobile app and admin site with formula support and mobile money payments.
React Native, React, Laravel
99.7%lead role normalization coverage
Media & marketing ops · US · NDA
Snowflake restructured into Medallion layers, with normalized CRM data flowing to Marketo.
Snowflake, Python, SQL, Salesforce
Process
We reply within one business day.
In 30 minutes we cover context, goals and constraints.
We map scope, roles and requirements.
You review vetted profiles and interview candidates.
We set up access and tools, and a named lead takes ownership.
We ship inside your workflow with reviews and retros.
How we think
Algorithm of Success
while(noSuccess){ tryAgain(); if(Dead) break;}Good software rarely works the first time. We test, find what broke, fix it and run it again, and the work ends when it holds up in production.
About
CMM has operated since 2019 as a US company working across engineering, AI, design and marketing. Delivery runs through a network of contracted specialists in different countries, mostly outside the US.
We work with clients across the US and Europe and agree time-zone overlap for each engagement.
FAQ
With staff augmentation, specialists work under your management. A dedicated team is a cross-functional group for your product. With end-to-end outsourcing, we own delivery and project management.
We present a shortlist within 24–72 hours. The full cycle of interviews, selection and onboarding typically takes 5–10 business days. For larger projects, you get a schedule during discovery.
Yes. You review detailed profiles and interview shortlisted specialists before any engagement begins.
Staff augmentation runs $45–120 per hour depending on seniority and region. End-to-end projects use fixed-price or capped budgets. You get a detailed proposal after a short discovery call.
We sign an NDA before you share sensitive details. Contracts include IP protection, and we follow internal rules for access control, data handling and code confidentiality.
For most engagements, yes, typically 2–4 weeks. If it isn't a fit, we part ways or replace the resource at no extra cost.
Contact
Email: [email protected]