Product strategy
From customer discovery to a roadmap the business can commit to.
- Customer and requirement discovery
- BRDs and PRDs
- Prioritisation and roadmap shaping
- 0-to-1 product development
Head of Product · Technology Leader
Product and technology leader working across strategy, architecture, and applied AI — taking ideas from first experiment to enterprise-scale production.

Bengaluru, India
Shivam Mishra
13+
Years across technology and product
7+
Production AI systems delivered
15+
Proofs of concept and R&D
2019
Leading product and engineering since
Leadership
13+ years across software delivery, technical training, data and AI consulting, and product leadership. Since 2019 I have led product and engineering for AI hiring systems: skills assessments, candidate screening, and conversational interviews.
From customer discovery to a roadmap the business can commit to.
Direction for AI systems that have to survive production load.
Turning demos into rollouts, and rollouts into adoption.
Building the people and operating rhythm behind the product.
Production systems
Evaluation · Production
Skills evaluation for enterprise hiring teams: coding and data-science tests, source-code verification, remote proctoring, and analytics across a 500+ skill library.
My role · Product and technology leadership — discovery, prioritisation, architecture direction, release planning, rollout.
Screening · Production
A recruiter-facing assistant combining embedding search and LLM ranking for JD–CV matching, context-aware question generation, and structured candidate reports.
My role · Built the RAG-based assistant and deployed it with enterprise clients.
Interview · Production
An agentic interview system running multi-turn conversations with dynamic follow-ups, live coding support, identity controls, and LLM-generated insights for reviewers.
My role · Architected the agentic interview flow and led productisation.
Architecture
The layers I design and make decisions across, from the cloud platform to the product surface.
Experience
Recruiter assistant · Assessments · Conversational interviews · Reporting
Product surfaces
Orchestration
Agentic workflows · LLM orchestration · Multi-turn flows
LangChainAgents
Intelligence
LLMs · NLP · Prompt engineering · Classification
OpenAI APIsHugging Face
Retrieval & data
Embeddings · Vector search · Résumé parsing · Analytics
PostgreSQLSQL
Platform
Microservices · REST APIs · Containers · Serverless
AWSDocker
Journey
2019 — Now
Otomeyt AI · Bengaluru
AI hiring technology. End-to-end product thinking with hands-on AI system design.
2017 — 2018
Paness IIHT · Cameroon
AI/ML consulting: chatbots, data mining, and analytics-led business support for clients.
2014 — 2017
ASIT
Helped initiate a software-development division and managed delivery of new initiatives.
2013 — 2014
Self-employed
Built college-level software projects and trained students on development practices.
2012 — 2013
NIIT
Technical training for freshers and working professionals.
Converted multiple proofs of concept into enterprise-scale features used in high-volume hiring workflows.
Embedded agentic workflows and LLM decision layers across screening, assessments, and interviews.
Helped build and scale the India operation, partnering on product direction and execution priorities.
Helped initiate a software-development division and delivered its first initiatives.
The lab
A selection of the areas behind them. Many became production features; some stayed research.
Document AIProduction
Structured extraction from unstructured résumés.
RetrievalProduction
Embeddings and vector search over role and candidate context.
LLMsProduction
Ranking candidates with explainable reasoning.
GenerationProduction
Technical questions grounded in the role and the candidate.
GenerationProduction
Recruiter-ready summaries from screening signals.
Code AIProduction
Evaluating submitted code beyond pass/fail tests.
VisionProduction
Proctoring signals that support human review.
AgentsProduction
Multi-turn flows with adaptive follow-ups.
Speech + LLMsDeveloped
Speech-to-text combined with LLM evaluation.
VoiceResearch
How turn-taking and latency shape a voice interview.
Conversational AIClient delivery
Delivered for consulting clients, 2017–18.
AnalyticsClient delivery
Analytics-led business support for clients.
“Accuracy alone doesn’t drive adoption. Workflow fit does.”
Open to conversations with founders, boards, and technology teams building AI-native products.
Message on LinkedIn