AMAvi MunkAI & Software Solutions
AI-focused technical leader · External VP AI for organizations · Independent since 2016

Avi Munk — AI transformation & solution development for organizations.

Consulting, transformation and AI solution development for organizations — from strategy and opportunity prioritization to Agentic AI, production, adoption and measurement.

25+ years of experience Mission-critical systems across R&D, delivery and product Clients across the spectrum — founders to enterprises
By PulseTech.AI · creator ofSpecs-AIAI Workshops
Services

Four things I do well

Tap each service to see what it actually includes.

  • Translating business requirements into detailed technical specs
  • Architecture, API and data-flow design
  • Serverless development on AWS, React and Node.js
How I work

From need to solution — in four steps

Instead of long mapping projects and heavy integrations — start small, deliver value in weeks, and build the evidence for a production-ready solution.

01Find the need

Together we identify the real operational pain — not what sounds good on paper. Start small, alongside existing systems.

02Discovery & spec

Focused discovery: where GenAI creates value, feasibility, and what is technically required — with a clear roadmap.

03Rapid prototype

A structured spec-sprint that produces a stakeholder-ready prototype — in weeks, not months.

04Run to production

Build on the evidence: extend the prototype into a stable, production-ready solution alongside existing systems — including adoption and output metrics, monitoring, and human oversight at critical junctions.

Projects

Selected work

A representative selection — search by keyword.

Showing 8 of 8 projects
AI ConsultingSoftware Dev

Production GenAI claims solution · The Phoenix Insurance (SoluGen AI)

Led a production GenAI solution for insurance claims: analyzing 15 document types, performing logical and cross-document checks, and generating recommendations for claims professionals — led three developers from specification through production.

GenAIDocument AIProduction
AI Consulting

AI opportunity mapping & POCs · Temura Insurance Agency (SoluGen AI)

Restarted a stalled enterprise GenAI initiative: mapped processes across five departments, identified ~15 opportunities, prioritized five — and delivered validated proofs of concept plus a phased executive roadmap.

DiscoveryGenAIRoadmap
AI ConsultingSoftware Dev

Smart investment advisor · Leading insurance agency

The problem: finding investment tracks that match a client's request. The solution: an AI model analyzes the free-text request and filters the relevant tracks — including an AI explanation of the results and automatic filtering.

AINLPReact
AI ConsultingSoftware Dev

AI agent for personalized communication boards · Schneider Children's Medical Center

An AI product (Agentic) that creates personalized, editable AAC communication boards in Hebrew, Arabic and English — from a free-text conversation to a ready board with AI-generated images. Deployed and actively used in the hospital.

AI AgentAgentic AIImage GenReact
AI ConsultingSoftware Dev

Specs-AI · AI-agent-based specification platform

A PulseTech.AI product for systems analysts: build a working prototype with a dedicated Agent, send it for business approval, and after approval the system generates the PRD, user stories and QA scenarios — in Hebrew or English at the click of a button.

ClaudeAgentic AIMCPSpec-driven
Visit sitespecs-ai.com
Training

Hands-on AI workshops for managers & teams

Designing and facilitating practical AI workshops for non-technical managers and technical teams, focused on real adoption and repeatable workflows.

WorkshopsPromptingAI workflows
Visit siteai-workshops.pulsetech.ai
Software DevAI Consulting

AI team & location-based search platform · Mappo

Led an AI team specializing in NLP, open-source model training and smart use of LLM capabilities — alongside a serverless microservices platform on AWS with real-time location-based search.

NLPLLMsAWSElasticsearchReactNode.js
Software DevAI Consulting

Natural language search for e-commerce stores

Designed and built an MCP for smart search across e-commerce stores. Integrates an in-store Chat interface where shoppers access services via MCP — including inventory checks and a unique fashion matching engine.

MCPE-commerceChatAI
About

Who I am

A hands-on technical leader who helps organizations turn GenAI into a practical, day-to-day capability — an external partner who fills the VP AI role without a full-time hire. Instead of long mapping projects — start small: safe tools that solve real operational pain alongside existing systems, deliver value in weeks, and build the evidence for production-ready solutions.

Backed by ~25 years building mission-critical systems — from R&D leadership and delivery to product management — paired with current, hands-on fluency in how AI is built today (LLMs, RAG, spec-driven and AI-assisted development).

25+
years of experience
2016
independent since
45
engineers

Selected experience

  1. AI Product & Delivery Lead
    PulseTech.ai · Independent — leading applied AI initiatives end to end
  2. AI Solutions Lead
    SoluGen AI · Enterprise GenAI engagements
  3. Head of R&D
    Mappo · Led AI and web/mobile teams
  4. R&D Manager
    Qualla Software · Full product lifecycle management
  5. CEO
    Restart-IT · Managed a team of 45 professionals
  6. VP Operations
    La-Mark Vision · Mobile learning for 4M users across 6 markets
  7. Delivery Manager
    Comverse · Global integration projects
  8. Development Manager
    HP Israel · Large-scale mission-critical transformation programs

Selected clients

The PhoenixTemuraSchneiderCALT-MobileSoftbankSoluGen AICompie
Education: Industrial Engineering · The Academic College of Tel Aviv-Yaffo
Contact

Let's find out where AI can help you

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Based in Tel Aviv · available for online and in-person meetings.