Prasoon AI
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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.

Lab

Working product interfaces you can try.

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 AI that 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
Top Rated PlusUPWORK
100%JOB SUCCESS

Trusted by founders at

  • YY Combinator
  • Techstars
  • a16z portfolio
  • Fortune 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.

Prasoon Thakur, lead engineer

My Production stack.

TensorFlow
PyTorch
OpenAI
Keras
Numpy
OpenCV
pandas
Pandas
DeepFace

Top Rated Plus

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

0.0on every review
450+ hours of client work on Upwork
Top Rated Plus
Upwork status
0%
Job success
$0M+
Total earnings
>_ Selected engineering work
  1. 01Private AI search across internal company knowledge
  2. 02Multi-tenant architecture for growing SaaS products
  3. 03AI workflows with human approval at critical steps
  4. 04Model routing and caching to reduce inference costs
  5. 05Production monitoring, evaluations and failure handling

5.0 across every review. 100% job success.

MH Verified
“Working with Prasoon was an absolute pleasure! 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 · West Chester, United States

100% Client Satisfaction

Based on enterprise-grade AI deployments.

“Extremely knowledgeable and diligent. 10/10.”
SfSaaS founder · Day-0 launch stack · 2026
“Prasoon is an exceptionally talented programmer with extensive experience in her field. Her skills and knowledge set her apart from others.”
MBMalko Baranowski · CEO · Munich, Germany
“Delivered solid results on our AI SaaS web application, with a strong understanding of LLMs and full stack development. Communication was clear throughout.”
AMAditya M. · Lead Data Scientist · Dec 2025
“Prasoon is a great engineer and will deliver great results.”
PoProduct owner · BPA AI project
“Her skills are excellent. The quality of work I received was amazing. She is always available for clearing any doubts or concerns.”
VcVerified client · AI-driven precision agriculture
“Exceptional technical skills, timely delivery, and valuable business insights set her apart.”
MoMarketplace owner · Vehicle rental platform

Custom software and AI for your business, built to ship, stay secure and pay for itself.

Agent
Plan
Act
70%Tier-1 handled

AI agents that take work off your team’s plate

Multi-agent workflows that handle the repetitive work and ask a human before anything critical.

Tenants
Auth
Billing
20 daysto launch

AI SaaS products, launched and ready to sell

Multi-tenant platforms with auth, billing and AI features built in from the first release.

Cluster
Queue
Cache
100k+concurrent users

Backends that stay standing when you scale

Event-driven infrastructure that absorbs traffic spikes and keeps AI costs predictable.

Direction
Audit
Roadmap
Weeklyguidance

Senior technical leadership, without the full-time hire

Architecture reviews, build-vs-buy calls and a roadmap your team can execute.

Start a project

Software real businesses run on,
from podcast pipelines to product catalogs.

Podfolio homepage

Podfolio

Turns B2B podcasts into booked deals, sponsors and authority.

Cailar homepage

Cailar

Turns messy supplier files into clean, sales-ready product catalogs.

Relwick homepage

Relwick

Private browser tools to resize photos, build PDFs and pull text from scans.

Build yours with me

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.

Three ways to work together, all managed securely through Upwork.

014–6 weeks

MVP Sprint

Flat-fee project

From idea to a production-ready AI product, integrated with your existing stack.

  • Functional AI prototype
  • Custom UI/UX interface
  • System integration
  • Full documentation
Start a sprint
02Ongoing

Fractional CTO

Monthly retainer

Senior technical leadership every week, without the full-time hire.

  • Dedicated architecture lead
  • Roadmap and team mentorship
  • Continuous deployment
  • Priority support
Check availability
033–6 months+

Enterprise Build

Phased contract

End-to-end architecture for complex, high-compliance platforms.

  • Legacy system modernization
  • SOC2 / HIPAA-ready architecture
  • Multi-tenant SaaS core
  • Phase-by-phase delivery
Plan a discovery

How I deliver certainty.

Four steps, the same every time. You always know where your project stands and what happens next.

  1. Step 01

    Strategy & Logic

    I define the business KPIs before writing a single line of code, so the AI solves a problem worth solving.

    • KPI & ROI mapping
    • Technical feasibility
    • Data audit
  2. Step 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
  3. Step 03

    Iterative Development

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

    • Weekly sprints
    • Private staging environment
    • Continuous feedback
  4. Step 04

    Deployment & Scaling

    I ship to production, monitor performance and train your team to run the system with confidence.

    • Cloud deployment
    • Team training
    • Performance monitoring
Case study · 01Customer support · AI agents

I build systems that
scale revenue.

A growing support team was losing $30k a month to churn because customers waited days for answers. I replaced manual triage with a multi-agent system that resolves most tickets on its own.

$0k+
Annual impact, retained revenue and support time
0%
Tier-1 tickets resolved without a human
−0%
Support workload
The solution

Multi-agent AI ecosystem

A LangChain-based system that replaced manual triage with intelligent routing and now resolves 70% of Tier-1 tickets without human intervention, escalating the rest with full context.

  • Python
  • LangChain
  • OpenAI
  • Pinecone
  • AWS
Response time
  1. Before
    4 days

    average time to resolve a Tier-1 ticket

  2. After
    2 hrs

    average, with most tickets answered in minutes

≈ 48× faster

Questions, answered.

Prasoon Thakur
Still have questions?
I reply within 4–8 hours.
Message me
  • AI products and the systems around them: RAG platforms, AI agents, multi-tenant SaaS and custom internal platforms. I also rescue stalled AI initiatives and run technical due diligence for investors.

Currently accepting new projects

Let’s architect your next competitive advantage.

Move beyond AI demos into production-grade infrastructure. Tell me what you're building and I'll tell you honestly whether I'm the right fit.

Start a project
  • Replies within 4–8 hours
  • 100% job success on Upwork
  • Full IP handed over securely
Prasoon AI

Thoughtful architecture.
Software built for the real world.

Explore

  • AI systems
  • SaaS platforms
  • Services
  • Industries

Discover

  • Engineering insights
  • My approach
  • Lab

Connect

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  • GitHub
  • Email
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