Prasoon AI
ServicesInsights
Let’s talk
GOOD IDEAS DESERVE GREAT ENGINEERING.Explore the possibilities.

WHAT I BUILD

AI systems

Agents, private knowledge, and production AI.

SaaS platforms

Scalable software, from first release to growth.

HOW WE WORK

Services

Engineering expertise for your next challenge.

Industries

Solutions grounded in your business context.

IDEAS & PERSPECTIVES

Insights

Practical thinking on AI and architecture.

About my approach

Bridging research and production.

Available for select projectsDiscuss your project
Available for Projects

Architecting your vision.Building AIthat competes.

I architect autonomous agentic workflows and high-performance platforms for Series A+ startups. I bridge the gap between “AI demos” and “business-critical infrastructure.”

Book a Strategy Audit
Where data, reasoning, and software become systems.
Trusted by Founders at
Y-CombinatorTechstarsA16Z PortfolioFortune 500

Bridging the gap between
research and production.

My approach combines the robustness of scalable backends, the sub-second performance of modern interfaces, and the autonomous intelligence of data-driven logic.

Lead Engineer

My Production stack.

TensorFlow
PyTorch
OpenAI
Keras
Numpy
OpenCV
pandas
Pandas
DeepFace

Top Rated

I am part of the top 1% of talent on Upwork with technical excellence and communication.

Top Rated
Upwork Status
100%
Job Success
$2M+
Total Earnings
Selected Engineering Work
Private AI search across internal company knowledge
Multi-tenant architecture for growing SaaS products
AI workflows with human approval at critical steps
Model routing and caching to reduce inference costs
Production monitoring, evaluations, and failure handling

Voices from the frontline.

“Working with Prasoon was an absolute pleasure! She designed and built a fantastic CRM and custom proposal database that perfectly met our needs. From the very beginning, she took the time to understand our vision and worked closely with our team to bring it to life. Her cooperative and patient approach made the entire process seamless, even as we navigated some complex requirements...”
Matt Handle
CEO from West Chester, United States
“Prasoon is an exceptionally talented programmer with extensive experience in her field. Her skills and knowledge set her apart from others. She is not only technically proficient but also highly reliable and detail-oriented...”
Malko Baranowski
CEO from Munich, Germany
“Her skills are excellent The quality of work I received was amazing. She is always available for clearing any doubts or concerns. She is willing to cooperate, to give out the best products. I'll be happy to collaborate again. Thank you!”
Elena Rodriguez
CTO from London, United Kingdom

100% Client Satisfaction

Based on enterprise-grade AI deployments.

Verified Upwork Reviews

Code is a commodity.
Intelligence is a strategy.

Most AI projects fail because they are built as toys, not tools. I solve the three biggest hurdles that prevent enterprise adoption.

Data Sovereignty

I ensure your proprietary data never leaves your infrastructure. I build private RAG layers that leverage LLMs without compromising your IP.

YOUR INFRASTRUCTURE
Company dataPrivate knowledge
Your AIControlled access
Everything stays within your boundary.
100% Private

Production Scaling

Moving from a 'demo' to a system that handles 1M+ requests without latency spikes.

LOAD DISTRIBUTIONBalanced
INSTANCE 01
INSTANCE 02
INSTANCE 03
More capacity. The same steady response.
99.9% Uptime

Token Optimization

I optimize your model selection and prompt engineering to ensure your AI infrastructure pays for itself through measurable ROI.

SMARTER MODEL ROUTINGLess waste
Routine tasksEfficient model
Complex reasoningAdvanced model
The right model for every request.
40% Cost Reduction

I build the intelligence layer for modern business.

Autonomous AI Agents

I architect multi-agent workflows using LangChain and CrewAI that replace manual operational bottlenecks with autonomous logic.

01 / UNDERSTANDResearch
02 / TAKE ACTIONReady for review.

A plan, with you in control.

Awaiting your approval
Agentic WorkflowsAuto-GPTTask Automation

Private RAG Systems

Connecting LLMs to your proprietary data for hallucination-free internal intelligence.

YOUR KNOWLEDGECompany
handbook.
04
ANSWER / SOURCE 01

Grounded in your documents.

Handbook · page 4
Vector DBsSemantic Search

Scalable Infrastructure

High-concurrency backends built in Python and Go, designed to handle millions of requests with 99.9% uptime.

PRODUCTIONBuilt to stay
standing.
Application
Database
Queue
AWS/GCPKubernetesFastAPI

Fractional CTO Strategy

I provide technical leadership for funded startups, ensuring your roadmap is scalable and your tech debt is zero.

THE ROAD AHEADClarity before code.
01

Find the focus

02

Build the foundation

03

Scale deliberately

NEXT MILESTONE

A stronger foundation.

Architecture AuditTeam ScalingTech Strategy

Engineering intelligence.
Architecting change.

  • ADMISSION CONTROLProtect useful work.
    Growing demandBounded capacity
    Admit · defer · reject before overload

    Capacity Engineering

    Backpressure by Design: Admission Control for Expensive APIs and Jobs

    Prasoon Thakur
    ↗
  • VERSIONED REPRESENTATIONS
    product:204:v12 Late refill · old key
    product:204:v13 Current representation
    New version. Separate cache identity.

    Performance Engineering

    Cache Invalidation: Versioned Reads and Explicit Staleness Budgets

    Prasoon Thakur
    ↗
  • IMMUTABLE SORT / TIME + IDA stable next page.
    12:04:00 · record 204Returned
    12:04:00 · record 203Boundary
    Next cursor Continue below record 203 →

    API Engineering

    Cursor Pagination Under Concurrent Writes: A Consistency Contract

    Prasoon Thakur
    ↗
  • DELETION / GENERATION 08Prevent the return.
    Database
    Removed
    Objects
    Cleared
    Index
    Cleared
    Stale worker generation 07 → rejected

    Data Lifecycle

    Distributed Data Deletion: Tombstones, Derived Copies, and Restore Safety

    Prasoon Thakur
    ↗
View All Strategic Insights

How I help you build.

4-6 WEEKS

MVP Development Sprint

Flat-Fee Project

I take your idea from concept to a production-ready AI prototype, integrated with your existing stack.

  • Functional AI Prototype
  • Custom UI/UX Interface
  • System Integration
  • Full Documentation
01 / DEFINEThe brief.
02 / BUILD & SHIPYour first release.

From idea to working product.

A focused 4–6 week sprint
3-6 MONTHS+

Custom Enterprise Solutions

Phased Contract

End-to-end architecture for complex ecosystems. I build secure, scalable platforms tailored to high-compliance standards.

  • Legacy System Modernization
  • SOC2 / HIPAA Compliant Arch
  • Multi-Tenant SaaS Core
SYSTEM ARCHITECTUREBuilt around
your business.
04
DELIVERY / PHASE BY PHASE

One connected platform.

Integrate · modernize · scale
MONTHLY

Fractional CTO

Monthly Retainer/mo

Ongoing strategic leadership and senior engineering to scale your product and team.

  • Dedicated Architecture Lead
  • Continuous Deployment
  • Team Mentorship
  • 24/7 Priority Support
ONGOING / TECHNICAL LEADERSHIPDirection. Every week.
01

Align the roadmap

02

Support the team

03

Review & improve

IN YOUR CORNER

A partner in every decision.

Custom enterprise solutions available upon request

How I deliver certainty.

01

Strategy & Logic

I define the business KPIs before writing a single line of code. I ensure the AI solves a $100k+ problem.

  • KPI & ROI Mapping
  • Technical Feasibility
  • Data Audit
02

Technical Architecture

I map out the data flow, security protocols, and model selection to ensure enterprise-grade scalability.

  • System Design
  • Security Protocols
  • LLM Selection
03

Iterative Development

You see progress every Friday. I work in transparent, 1-week sprints with demo-able results.

  • Weekly Sprints
  • Private Staging Environment
  • Continuous Feedback
04

Deployment & Scaling

I monitor performance and train your team to manage the system effectively.

  • Cloud Deployment
  • Team Training
  • Performance Monitoring

I don't sell hours; I sell outcomes.

I build systems that scale revenue.

Case Study: Reducing support overhead by 65% through autonomous AI agents.

The Solution

Multi-Agent AI Ecosystem

I architected a LangChain-based system that handles 90% of Tier-1 tickets without human intervention.

Annual Savings
$400k+
Response Time
30m vs 4d

The Challenge

The client was losing $30k/month in churn due to slow support. I replaced manual triage with intelligent routing.

Stack Used
PythonOpenAIPineconeAWS
Currently Accepting New Projects

Let’s architect your next
competitive advantage.

I help Series A+ startups move beyond AI demos and into production-grade infrastructure. Let’s see if your project is a fit for my expertise.

Avg. Response: < 4 Hours
Secure IP Handover
50+ Founders Helped

Working Globally • Expert Vetted

Active Now • 24/7 Availability

Engaging with teams
from Silicon Valley to Singapore.

I operate as a high-availability resource. To maintain secure collaboration, all global engagements are managed via Upwork.

Discuss your project Direct collaboration through Upwork.

Global / Remote

24/7 Timezone Agnostic

Syncing with USA, Europe, UAE & Singapore

Secure Engagement

Top Rated Expert on Upwork

Prasoon AI

Thoughtful architecture.
Software built for the real world.

Based online. Working worldwide.

Explore

AI systemsSaaS platformsServicesIndustries

Discover

Engineering insightsMy approach

Connect

Upwork GitHub Open to project inquiries

© 2026 Prasoon Thakur

Independent thinking. Dependable engineering.Back to top ↑