Governance from day one
Joint steering, risk reviews, and decision logs stay live across the engagement so every release aligns with policy and business intent.
Accelerate with AI.
AI with ROIMeasurable. Immediate. Yours.
Agentic AI
Vector Search
Fine-tuning
CI/CD
Event-Driven
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Core Capabilities
The foundational engineering work delivered across every engagement.
AI Product Development
Agentic AI systems, LLM orchestration, RAG with vector search, fine-tuning, and prompt engineering with governance.
Cloud & Infra Engineering
AWS/GCP architecture, Kubernetes, Docker, Terraform, CI/CD pipelines, and observability at scale.
Automation & APIs
Event-driven microservices, data pipelines, API design, systems integration, and workflow automation.
AI Strategy & Consulting
AI workflow design, copilot architecture, tech stack evaluation, and rapid prototyping.
Full-Stack Expertise
Technical Specialties
Enterprise-grade capabilities across the full AI engineering stack—from model development to production infrastructure.
AI & Machine Learning
LLM Orchestration
Multi-model workflows with routing, fallbacks, and cost optimization
Agentic Automation
Autonomous AI agents with tool use, planning, and self-correction
Retrieval Augmented Generation
Context-aware responses with citations and source grounding
Fine Tuning & Evaluation
Custom model training with continuous performance monitoring
Prompt Engineering
Systematic prompt optimization with version control and governance
AI Workflow Design
Human-in-the-loop processes and intelligent copilot experiences
Data & Analytics
Vector Search & Embeddings
Semantic similarity search with Pinecone, Weaviate, and pgvector
Data Engineering
Scalable ETL pipelines for structured and unstructured data
Analytics & Experimentation
A/B testing frameworks and data-driven decision systems
Infrastructure & DevOps
Cloud Architecture
AWS and GCP deployments optimized for AI workloads
Kubernetes & Docker
Container orchestration for microservices at scale
Terraform & IaC
Infrastructure as code for reproducible environments
CI/CD Pipelines
Automated testing, deployment, and rollback strategies
Observability
Logging, metrics, tracing, and alerting for production AI
Event-Driven Microservices
Scalable async systems with message queues and streaming
API Design
RESTful and GraphQL APIs with comprehensive documentation
Security & Compliance
Security & Privacy
Encryption, secrets management, and data minimization
SOC 2 Readiness
Control frameworks for trust and compliance certification
ISO 27001 Controls
Information security management system implementation
Responsible AI
Bias detection, fairness metrics, and explainability
Model Risk Controls
Governance frameworks for AI model lifecycle management
20+ specialties deployed across Fortune 500 clients and high-growth startups
ABOUT
Experience & Expertise
Years of solving technical challenges similar to those most teams face.
Full Stack AI Product Engineer || 1x Acquired
James Coholan
AWS Certified Solutions Architect specializing in AI/ML systems and cloud architecture with a track record of building successful AI products.
Worked With
WMEParis HiltonAtlantic RecordsNextGen MediaAntlerYC
Background
Technical & Product Leadership
- •AWS Certified Solutions Architect specializing in AI/ML systems
- •Built AI platform with 8.7M views using microservices
- •Led AI products including NextGen Media (acquired)
Data-Driven Growth
- •Managed events reaching millions of viewers
- •Grew Spotify listeners significantly with data strategies
- •Substantial impressions for Y Combinator-backed product
Product Success
- •Scaled AI platform leading to acquisition
- •Built virtual platforms reaching substantial views
- •Managed valuable contracts for premier entertainment brands
Technical Stack & Tools
OpenAI
Claude (Anthropic)
Python
TypeScript
Node.js
React
Next.js
AWS
Kubernetes
Docker
What Gets Done—ConcretelyThe Business Impact of AI
The Business Impact of AI
Capture the opportunity of generative AI. Identify the right bottleneck, ship the workflow, and scale adoption so your teams can focus on high-judgment work.
Diagnose the Bottleneck
Audit critical workflows, quantify friction (cycle time, error rates, rework), and select a mechanizable pain point with the highest ROI.
Cycle time & error baseline
Ship the AI Workflow
Design and build the automation/agent, integrate it with your stack (Jira/Linear/Slack/CRM), and add guardrails, auditing, and SLAs.
% automated • SLA time
10x Output & Accuracy
Repetitive steps are mechanized; humans supervise the edge cases. Throughput rises, error rates drop, and delivery becomes consistent.
Throughput gain • Accuracy uplift
Enable Adoption & Scale
Equip teams with playbooks, training, and scorecards so they focus on high‑judgment work—and the solution replicates across domains.
Hours saved • Adoption rate
Vision. Action. Results.
AI isn't just technology. It's your competitive edge. The difference between leading and following.
Explore recent outcomes→Trust & SecurityResponsible by design
Responsible by design
Governance, model risk checks, explainability, privacy, and EU AI Act readiness are built into every engagement so regulated teams adopt fast—and stay safe doing it.
Model risk controls
Impact classification, eval harnesses, adversarial sweeps, and regression testing keep behaviour, drift, and bias measurable.
Enterprise-grade privacy
Data minimization, environment isolation, encryption, and secrets handling mirror the security reviews our Fortune 500 clients expect.
Operational handoff
Playbooks, training, and observable guardrails equip your teams to run responsible AI at scale—no black boxes or vendor lock-in.
Compliance signals
- EU AI Act readiness mapping with risk-tier checklists
- Explainability paths and human-in-the-loop escalation
- Security posture aligned to SOC 2 / ISO 27001 controls
- Regulatory horizon scans inspired by Accenture's Responsible AI playbooks
Operates like a trusted enterprise AI partner: embedded with security, legal, compliance, and risk teams to keep stakeholders confident while shipping value every week.
Enterprise focus
Compliance • Security • Responsible AI
Every engagement. Every release.
Extended Offerings
Complementary capabilities added as needed.
Executive Coaching
Executive enablement for AI strategy, responsible AI frameworks, SOC 2/ISO 27001 readiness, and model risk governance.
Marketing Automation
AI-driven personalization, campaign automation, analytics, experimentation, and conversion optimization at scale.
AI Productivity Implementation
Deploy AI copilots, agentic workflows, and intelligent automations that eliminate busywork and amplify team output.
AI Media & Content Creation
Data engineering pipelines for producing video, audio, and written content with brand consistency and scale.
SUCCESS STORIES
AI that Delivers. Measurably.
See the impact AI solutions have delivered. Real metrics. Real transformation.
Case Study
Financial Services AI Platform
AI operational workflows for advisors and analysts
Portfolio ProjectFinancial ServicesPOC in 2–4 weeks
Who it’s for
AdvisorsAnalystsOps Leaders
01
Workspace
AI for FS teams
02
Automation
Fewer manual steps
03
Analytics
Insight trails
04
Compliance
Controls & audit
Methods used
Workflow automationPrompt governanceRAGEvals
Case Study
Executive Coaching for AI Leadership
Unlock AI’s potential in your organization
Executive CoachingEnablement3 sessions over 3 weeks
Who it’s for
CEOCFOCOOGMs
01
Strategy
Vision & use cases
02
Enablement
Hands-on sessions
03
Roadmap
90-day action plan
04
Governance
Risk & compliance
Methods used
Use-case ideationValue mappingRisk & complianceOperating model
Case Study
NextGen Media
Digital Transformation & AI Integration
01
300%
Revenue increase
02
5x
Faster production
03
12
New AI features
04
85%
Cost reduction
Case Study
AIA
Content Marketing Automation using AI
01
45M
Impressions
02
8M
Views
03
1.3M hours
Watch time
04
$0
Cost
Case Study
DeepChamp AI
AI sports analysis for athletes and coaches
MobileSports AnalyticsMVP in 6 weeks
Who it’s for
AthletesCoachesClubs
01
2x
Faster breakdowns
02
Auto
Highlights
03
KPIs
Performance metrics
04
Share
Clips & reports
Methods used
Pose estimationEvent detectionEdge inference
Differentiators
Why Choose Us
Built for Builders. Trusted by Innovators.
Delivering the expertise, velocity, and flexibility needed to make AI work for the business.
Deep Technical Expertise
Proven experience across ML engineering and traditional software architecture.
Fast Iteration + Ship Velocity
Built and deployed with a rapid cadence that keeps teams ahead of competitors.
Flexible Engagements
From strategic advising to hands-on development, engagements adapt to what teams need most.
Business Impact Focus
Every technical decision aligns with the outcomes that matter to the bottom line.
Engagement Blueprint
From hypothesis to measurable AI impact
AI that works. Fast.
2 week pilotsReal ROIBuilt to scale
1
Ignite
Find your biggest opportunity
Ranked AI opportunities
What AI project will move your business forward?
2
Architect
Design the solution
User experience design
Build the blueprint for your AI system
3
Activate
Build and launch
Live pilot system
Ship a working pilot your team can use
4
Accelerate
Scale what works
Production rollout plan
Expand successful pilots across your organization
01
Fast
Pilots in 2 weeks. Real results, not prototypes.
02
Measured
Clear metrics. ROI tracking from day one.
03
Ready
Production-ready from start. No rewrites.
04
Safe
Security and compliance built-in.
Ready?
Pick your level
Strategy Sprint
Get aligned on your AI priorities in one week.
Build Program
Ship your first AI pilot and plan for scale.
AI Accelerator
Ongoing partnership to scale AI across your business.
No riskReal ROI
Tech Stack
Leveraging cutting-edge technologies to create robust, scalable AI solutions
AI Platforms & Tooling
OpenAI
Google Gemini
Anthropic Claude
xAI Grok
Meta Llama
Mistral AI
Cohere
Perplexity Sonar
ElevenLabs
Model Context Protocol
AssemblyAI
Hugging Face
Cloud Infrastructure
AWS
Google Cloud
Kubernetes
Docker
Terraform
Kibana
Data Processing & Analytics
PostgreSQL
MongoDB
Redis
GraphQL
dbt
Kafka
Development Tools
React
Next.js
Node.js
TypeScript
Python
Tailwind CSS