Berlin-based technical product thinker

Hi, I’m Anjali.

I make messy technical and product problems easier to understand, validate, and ship.

I help AI and technology teams turn messy product, customer, and technical problems into clearer workflows, smarter validation, and execution-ready solutions.

Technical Product & AI Solutions Operator

Certified Product Manager | CSPO® | Digital Transformation

Built on a decade-long foundation in QA automation, APIs, IoT, CI/CD, and product-quality systems.

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AI ProductSolutions EngineeringProduct QualityLLM EvaluationAPI Systems

Foundation stamp

QA was the foundation, not the ceiling.

QA trained me to spot failure points, understand system behavior, clarify requirements, and build confidence before launch. I now apply that foundation closer to product, AI validation, customer workflows, and solution design.

Failure pointsUser frictionAPI behaviorLaunch confidence

Studio lanes

What I Do

Focused lanes where product, AI, customers, and technical quality meet.

Validate

AI/Product Validation

Evaluation criteria, edge cases, launch checks, and review loops.

Discover

Customer & Workflow Discovery

User journeys, requirements, friction points, and product recommendations.

Solution

Technical Solutioning

APIs, integrations, data flows, system behavior, and implementation risk.

Execute

Execution & Documentation

Decision notes, owners, risks, next steps, and release-ready follow-through.

Case-study gallery

Selected Work

Product and technical cases shaped for fast hiring-manager scanning.

AI validation

LLM Evaluation Framework

Turning AI quality from opinion into measurable release criteria.

Problem

Demos look good; real usage exposes inconsistency.

Output

Rubric, test cases, failure categories, launch checklist.

Fit

AI Product · Solutions · AI Validation

Sample coming soon
Product audit

Product Workflow Audit

Turning a messy user journey into friction points and roadmap inputs.

Problem

Onboarding, saving flows, and retention logic were unclear.

Output

Flow audit, friction map, recommendations, roadmap inputs.

Fit

AI Product · Product Ops · Technical Product

Sample coming soon
Release risk

Technical Risk & Release Validation

Making complex API, device, and release workflows more reliable.

Problem

Integration points can fail across UI, APIs, devices, and backend services.

Output

Regression strategy, API checks, release-risk checklist.

Fit

Solutions · Technical Product · Product Quality

Sample coming soon
Decision memo

AI Feature Decision Memo

Helping teams decide whether to build AI, automate, or fix the workflow first.

Problem

Teams often add AI before the workflow or data is ready.

Output

Decision memo, readiness criteria, risk matrix, success metrics.

Fit

AI Product · Product Ops · Technical Product

Sample coming soon

Curated toolkit

Product Artifacts

Reusable outputs for clearer product, AI, and technical decisions.

Rubric

LLM Evaluation Rubric

Accuracy, consistency, hallucination risk, latency, usefulness.

Coming soon
Memo

Product Audit Memo

User-flow observations into friction points and recommendations.

Coming soon
Checklist

AI Feature Readiness Checklist

Workflow, dataset, user need, and reliability threshold.

Coming soon
Risk map

Technical Risk Checklist

APIs, integrations, data flows, edge cases, user impact.

Coming soon

Toolkit

Skills & tools

Product & Strategy

DiscoveryUser journeysProblem framingPrioritizationLaunch criteria

AI & Validation

LLM evaluationPrompt testingTest datasetsReliability scoringEdge cases

Technical Systems

PythonREST APIsGraphQLMQTTCI/CDIoT systems

Execution & Operations

DocumentationRelease validationRisk analysisDecision trackingMentoring

Role fit

Warm product judgment, technical fluency, and practical follow-through.

Certified Product Manager | CSPO® | Digital Transformation

AI Product ManagerSolutions EngineerTechnical ProductProduct OperationsProduct QualityAI Validation

Let’s connect

Have a role where product, AI, people, and technical quality overlap?

I’m open to AI Product, Solutions Engineering, Technical Product, Product Quality, Product Operations, and AI Validation roles.

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