Yashwanth
Munukoti
{yash}

|

Building AI systems for messy enterprise problems. From workflow design to production-ready tools.

about.

Yash works at the intersection of design, engineering, and product strategy. He builds intelligent applications, AI product systems, and interactive media, with a focus on fast prototyping and getting things shipped.

Most of his work sits in AEC, PropTech, and enterprise software. He's spent a lot of time translating messy business processes into systems that actually run, working with stakeholders, data teams, and engineers to figure out where AI fits and build it in. Background spans LLM product development, workflow design, data pipelines, automation, QA loops, and a fair bit of built-environment tech.

AECTech PropTech ConstructionTech Interactive Media DesignTech

projects.

AI Sales Enablement · Commercial Real Estate

ProspectPitch

Two-feature AI sales tool for CRE brokers. Finds prospects worth calling and generates full pitch briefs in under two minutes.

Claude APICRESales AI
PropTech · AI Matching

agentatlas

Real estate agent matching platform that connects buyers and sellers to agents based on market expertise and actual fit.

PropTechAIMatching
Product Design & Development · Gen AI Media

spot

Photo-to-video tool for indie brands. Takes static assets and turns them into cinematic, brand-quality content using a Gen AI media stack.

Gen AIVideo GenerationRunway ML
Computer Vision · AEC · LLM

scope

AI drawing review tool for AEC. Reads architectural documents with computer vision and automates the markup workflow.

Computer VisionAECLLM
AI Pipelines · PropTech · Automation

crisp

Product data pipeline that pulls from manufacturer sources and turns raw specs into structured, ontology-ready records at scale.

AI PipelinesAutomationPropTech
AI SaaS · AEC · Product Strategy

vitras.ai

Building analysis platform for AEC teams that automates performance reports using LLMs trained on architectural context.

LLMAECSaaSGTM

experience.

Technical Product Manager, AI

Acelab

Dec 2024 – May 2026
  • Helped grow Acelab's product database from ~60,000 to nearly 200,000 products in a year, improving search quality and material intelligence across the platform.
  • Built AI parsing pipelines that cut processing time by 80%, letting clients get their product data into SpecPlanner with much less back-and-forth.
  • Worked across data engineering, ops, QA, and product to find bottlenecks and ship internal automation tools.
  • Built workflows that pulled from manufacturer sites, PDFs, and spec docs to produce clean, structured product data ready for search and downstream use.
  • Designed QA feedback loops and internal tooling that made the data more reliable and cut down manual review time significantly.
AI Pipelines PropTech Automation Product Ops

Product Manager, Design Technology

cove.tool

Mar 2023 – Nov 2024
  • Owned vitras.ai from concept to launch: product strategy, MVP scoping, release planning, and GTM support for cove.tool's architectural analysis platform.
  • Turned customer, Sales, and CX feedback into prioritised tickets, feature specs, and roadmap decisions throughout the launch cycle.
  • Was the go-to technical contact in Sales and CX conversations. Demoed the product, answered technical questions, and made sure customer needs fed back into engineering.
  • Shipped 10+ features across AI-assisted analysis, report generation, project workflows, and internal review.
  • Helped turn cove.tool's architectural expertise into a proper SaaS product that went beyond their traditional building-performance tools.
SaaS AEC LLM GTM

Solutions Architect

Worldbuildr

Mar 2023 – Apr 2024
  • Worked directly with Unity Cloud's services team to beta-test and integrate Unity cloud features into Worldbuildr's product pipeline.
  • Built core pipelines for asset management, optimisation, and 3D data streaming to support real-time delivery of large digital twin environments.
  • Led client migration workflows, helping customers move complex 3D models from Revit, Blender, and CAD into Worldbuildr with full structural and visual integrity.
  • Built show control systems for live digital twin deployments and interactive guest experiences.
Digital Twins Unity Cloud Asset Pipelines 3D Data Streaming CAD Integration

Let's build something.

Open to product, AI, and systems conversations.