Accelerate with AI.

AI with ROI

Measurable. Immediate. Yours.

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OpenAI

Claude

Llama

RAG

Fine-tuning

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Core Capabilities

The foundational engineering work delivered across every engagement.

AI Product Development

Custom ML models, LLMs, embeddings, and RAG systems tailored to your specific use case.

Cloud & Infra Engineering

Scalable architecture on AWS, GCP, with robust DevOps and MLOps pipelines.

Automation & APIs

Internal tools, process automation, and data pipelines that save time and reduce errors.

AI Strategy & Consulting

Tech stack evaluation, roadmapping, and rapid prototyping to define your AI journey.

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.

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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—Concretely

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 & Security

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.

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.

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 that aligns leadership on AI strategy, governance, and measurable value.

Marketing Automation

AI-driven campaigns and funnels that attract, nurture, and convert more customers at scale.

AI Productivity Implementation

Deploy AI copilots, workflows, and automations that eliminate busywork and amplify team output.

AI Media & Content Creation

End-to-end AI pipelines for producing video, audio, and written content with brand consistency.

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

Purpose-built AI workspace to streamline research, analysis, and client reporting. Upskills teams and operationalizes AI safely with auditability and role-based controls.

Who it’s for

AdvisorsAnalystsOps Leaders

Workspace

AI for FS teams

Automation

Fewer manual steps

Analytics

Insight trails

Compliance

Controls & audit

Methods used

Workflow automationPrompt governanceRAGEvals

Request a tailored demo

OpenNow

Case Study

Executive Coaching for AI Leadership

Unlock AI’s potential in your organization

Executive CoachingEnablement3 sessions over 3 weeks

Hands-on enablement for executives to prioritize use cases, de-risk adoption, and build an actionable 90-day AI plan aligned to business outcomes.

Who it’s for

CEOCFOCOOGMs

Strategy

Vision & use cases

Enablement

Hands-on sessions

Roadmap

90-day action plan

Governance

Risk & compliance

Methods used

Use-case ideationValue mappingRisk & complianceOperating model

Book an executive briefing

OpenNow

Case Study

NextGen Media

Digital Transformation & AI Integration

Revolutionizing NextGen Media's production workflow with cutting-edge AI solutions, creating new revenue streams and operational efficiencies. Their digital transformation journey led to market-leading innovations.

300%

Revenue increase

Faster production

New AI features

85%

Cost reduction

View Full Case Study

ViewFull

Case Study

AIA

Content Marketing Automation using AI

Transforming AIA's content strategy with a proprietary AI system, delivering unprecedented reach and engagement at zero cost. The solution automated content creation, optimization, and distribution across platforms.

45M

Impressions

Views

1.3M hours

Watch time

Cost

Case Study

AppShot Studio

App store assets and screenshots in minutes

ProductDesign AutomationBeta now

Generate pixel-perfect app store screenshots, device frames, and marketing assets with AI-driven templates and batch export.

Who it’s for

Indie DevsMobile TeamsMarketers

10x

Faster asset creation

50+

Responsive templates

Export quality

Brand-safe

Colors & fonts

Methods used

Template engineImage generationBatch rendering

Visit AppShot Studio

OpenNow

Case Study

DeepChamp AI

AI sports analysis for athletes and coaches

MobileSports AnalyticsMVP in 6 weeks

Mobile-first video analysis with auto-highlights, performance metrics, and tactical insights—built for teams and creators.

Who it’s for

AthletesCoachesClubs

Faster breakdowns

Auto

Highlights

KPIs

Performance metrics

Clips & reports

Methods used

Pose estimationEvent detectionEdge inference

Visit DeepChamp AI

OpenNow

Deployed AI

What’s in production

A comprehensive inventory of AI models, services, and integrations actively powering real applications.

Faster time to value

Idea → MVP quickly

Operational efficiency

Fewer manual steps

Delightful experiences

Higher engagement

Core Providers & Tooling

Foundational model platforms and SDKs used across deployments.

OpenAI (Responses, Images, Realtime, Reasoning)

production

Models

gpt-5-2025-08-07gpt-image-1o3gpt-4o-realtime-preview-2024-10-01

Providers

OpenAI

Features

Responses API
Images API
Realtime API (SDP/WebRTC)
Reasoning

Benefits

Faster time‑to‑valueConsistent quality at scale

Outcomes

Weeks to MVP, not monthsHigher conversion content

Google Gemini

production

Models

gemini-1.5-flashgemini-2.5-flashgemini-2.5-progemini-2.5-pro-preview-05-06

Providers

Google

Features

Transcription
Analysis
Report generation
Captions

Benefits

Low-latency STTStructured JSON outputs

Outcomes

Minutes to insightsCleaner ops handoffs

Perplexity Sonar (Research)

production

Models

sonar-prosonar-reasoning-prosonar-deep-research

Providers

Perplexity

Features

Research with citations
News & regulatory coverage

Benefits

Trustworthy sourcesBroader market awareness

Outcomes

Faster diligenceHigher confidence decisions

ElevenLabs (Text-to-Speech)

production

Models

eleven_turbo_v2_5

Providers

ElevenLabs

Features

High-quality TTS
Webhook support

Benefits

Human‑like voiceRealtime callbacks

Outcomes

Engaging experiencesReduced manual follow‑ups

MCP (Model Context Protocol)

production

Providers

MCP

Features

Tool & resource integration
Local/remote server scaffolding

Benefits

Unified tools layerFaster integrations

Outcomes

Shorter delivery cycles

Conversational AI

Text, reasoning, and voice assistants for customer and internal workflows.

Text Assistants

production

Models

gpt-5-2025-08-07

Providers

OpenAI

Features

Personas & dimensions
Multi-turn memory
Analytics-ready metadata

Benefits

Higher response qualityBrand-consistent tone

Outcomes

Reduced handle timeImproved CSAT

Reasoned Analysis

production

Models

Providers

OpenAI

Features

High-effort reasoning
Traceable outputs

Benefits

Deeper insightsLower error rates

Outcomes

Better decisionsFewer revisions

Realtime Voice Agents

production

Models

gpt-4o-realtime-preview-2024-10-01

Providers

OpenAI

Features

WebRTC realtime
Audio + text modalities
Natural voices

Benefits

Instant assistanceDelightful UX

Outcomes

Increased conversionHigher retention

Audio AI

Capture, transcribe, analyze, and act on speech.

Voice Capture

production

Features

Browser & mobile recording
WAV/WebM
Timeout handling
Playback

Benefits

Frictionless intakeConsistent audio quality

Outcomes

More signal capturedLess rework

Transcription & Summarization

production

Models

gemini-1.5-flashgemini-2.5-pro

Providers

Google

Features

Form-data audio upload
JSON responses
Captions & content generation

Benefits

Fast turnaroundStructured outputs

Outcomes

Shorter cycle times

Voice Insights

production

Models

gemini-2.5-flashgemini-2.5-pro

Providers

Google

Features

Speaker mindset signals
Comprehensive analysis

Benefits

Better qualificationPersonalized follow-ups

Outcomes

Higher close rates

Webhook Ingestion

production

Providers

ElevenLabs

Features

Post-call events
Transcripts & metrics ingestion

Benefits

Hands-free loggingOps visibility

Outcomes

Fewer manual tasks

Video Transcription Utilities

production

Features

Cloud STT
Local Whisper
AssemblyAI

Text-to-Speech

Natural, multi-voice synthesis for content and agents.

ElevenLabs TTS

production

Models

eleven_turbo_v2_5

Providers

ElevenLabs

Features

Expressive voices
Low latency

OpenAI TTS

beta

Models

gpt-4o-mini-tts

Providers

OpenAI

Features

API helper integration

AI Research

Filings, regulatory, and market research with trustworthy citations.

AI Research

production

Models

sonar-prosonar-reasoning-prosonar-deep-research

Providers

Perplexity

Features

Filings research
General news coverage
Compliance-aware results
Up-to-date insights
Citations

Benefits

Trustworthy sourcesBroader market awareness

Outcomes

Faster diligenceHigher confidence decisions

Compliance & Governance

Guardrails and content checks for compliant AI adoption.

Heuristic Scan + AI Rewrite

production

Models

gpt-5-2025-08-07gemini-1.5-flash

Providers

OpenAIGoogle

Features

Issue detection
Policy flags
Disclaimers
Posting readiness

Content Automation

Newsletters, client letters, and social content at scale.

Newsletters

production

Models

gpt-5-2025-08-07

Providers

OpenAI

Features

Citations optional
History & analytics

Client Letters

production

Models

gpt-5-2025-08-07

Providers

OpenAI

Social from Audio

production

Models

gemini-1.5-flashgemini-2.5-pro

Providers

Google

Features

Audio → STT → posts & threads

Marketing Visuals & Vision

Marketing visuals, concepting, and multi-image pipelines.

Marketing Visuals

production

Models

gpt-image-1

Providers

OpenAI

Features

Branding images
Concept visualizations

Vision Pipelines

production

Models

gpt-image-1gemini-1.5-flash

Providers

OpenAIGoogle

Features

Multi-image generation
Captioning

Paid Vision Features

production

Models

dall-e-3

Providers

OpenAI

Features

Payments-gated flows

Prompt Enhancement

production

Providers

LocalGoogle (optional)

Features

Prompt polishing for video & image generation

Realtime Agent Stack

Low-latency speech-to-speech with WebRTC and realtime APIs.

Frontend

production

Features

WebRTC peer connections
Mic capture
Data channels
Audio + text

Backend

production

Features

Offer/answer exchange
Secure token flows

Voices

production

Features

Natural realtime voices

Business AI Modules

Strategy, personalization, document AI, and more.

Strategy & Planning

preview

Models

gemini-2.5-flash-preview-04-17

Providers

Google

Features

Recommendations
Weekly focus
KPI calculations
Reminders

Course & Content Personalization

preview

Models

gemini-2.5-pro-preview-05-06

Providers

Google

Features

Variant selection from user signals

Document → Structured JSON

preview

Models

gemini-2.5-pro-preview-05-06

Providers

Google

Features

File ingestion
Deterministic JSON outputs
Storage-ready

Voice Agent Post‑Call Ingestion

production

Providers

ElevenLabs

Features

Transcripts & summaries
Cost & metrics

Data & Integrations

Systems that power AI workflows and outputs.

Financial Data via MCP

production

Providers

MCPFinancial Data APIs

Features

ETF info & holdings
Symbol search
Key redaction in logs

Reports & Downloads

production

Features

Generate and deliver structured reports

Email Automation

production

Features

Campaign sends for AI-generated content

Authentication & Storage

production

Providers

FirebaseCloud Storage

Features

Auth & role controls
Secure media storage

Social Publishing

production

Providers

X API

Features

Multi-account posting

Payments

production

Providers

Stripe

Features

Payments-gated features

Dive deeper into the platforms powering these launches.

View the engineering stack→

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.

Review the playbook→

Engagement Blueprint

From hypothesis to measurable AI impact

AI that works. Fast.

2 week pilotsReal ROIBuilt to scale

Ignite

Find your biggest opportunity

Ranked AI opportunities

What AI project will move your business forward?

Architect

Design the solution

User experience design

Build the blueprint for your AI system

Activate

Build and launch

Live pilot system

Ship a working pilot your team can use

Accelerate

Scale what works

Production rollout plan

Expand successful pilots across your organization

Fast

Pilots in 2 weeks. Real results, not prototypes.

Measured

Clear metrics. ROI tracking from day one.

Ready

Production-ready from start. No rewrites.

Safe

Security and compliance built-in.

Ready?

Pick your level

Strategy Sprint

Get aligned on your AI priorities in one week.

1 week

Build Program

Ship your first AI pilot and plan for scale.

6-12 weeks

AI Accelerator

Ongoing partnership to scale AI across your business.

Ongoing

Discover engagement options

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