Upwork home
Sign up
Project Catalog
DesignDesign
Video & AudioVideo & Audio
Development & ITDevelopment & IT
MarketingMarketing
Writing & TranslationWriting & Translation
MoreMore

You will get review your AI architecture, model stack, cost and governance risks

Sidharth S.Status: Offline
Sidharth S. Sidharth S.
Rising Talent
Preview image

Let a pro handle the details

Buy Generative AI services from Sidharth, priced and ready to go.
Sidharth S.Status: Offline
Sidharth S. Sidharth S.
Rising Talent
Preview image

Let a pro handle the details

Buy Generative AI services from Sidharth, priced and ready to go.

Project details

Access constraints and confidentiality requirements.Your AI stack may be producing useful output while still costing too much, creating hidden governance risk, or locking you into the wrong architecture.

I will review your current AI workflow, model/provider choices, architecture, quality signals, costs, latency, and operational controls. You will receive decision-ready recommendations—not a generic checklist.

This service is best for CTOs, product leaders, and operators who need a clear answer to:

Are we using the right AI/model approach?

Where are we overpaying or taking unnecessary risk?

What should we fix first?

What should we build, buy, or stop doing?

You will receive a written findings memo, prioritized next steps, and an optional follow-on roadmap based on the package selected.
AI Algorithms
Autoencoder, Convolutional Neural Network, Generative Adversarial Network, Large Language Model, Recurrent Neural Network, Regression Analysis, Self-Organizing Map, Transformer Model
AI Applications
Time Series Forecasting
AI Development Language
Python
AI Tools
Azure OpenAI, GitHub Copilot, Gradio, Hugging Face, NVIDIA AI Platform, PyTorch, Streamlit, TensorFlow, Word2vec
AI Models
AlphaCode, ChatGPT, GPT-3, GPT-4, GPT-J, GPT-Neo, LaMDA, LLaMA, Naive Bayes Classifier, OpenAI Codex
What's included
Service Tiers Starter
$1,500
Standard
$4,500
Advanced
$8,500
Delivery Time 5 days 10 days 15 days
Number of Revisions
111
AI Model Integration
-
-
-
Batch Normalization
-
-
-
Database Integration
-
-
-
Detailed Code Comments
-
-
-
Image Upscaling
-
-
-
MLOps
-
-
-
Model Deployment
-
-
-
Model Documentation
-
-
-
Model Monitoring
-
-
-
Model Testing & Optimization
-
-
-
Model Tuning
-
-
-
Natural Language Processing
-
-
-
NLP Tokenization
-
-
-
Pre-Training
-
-
-
Prompt Engineering
-
-
-
Setup File
-
-
-
Source Code
-
-
-
Sidharth S.Status: Offline

About Sidharth

Sidharth S.Status: Offline
AI Engineer | LangGraph | Architecture (UCLA/IIT, Ex Amazon, BofA)
Chandigarh, India - 3:40 am local time
I help teams turn AI prototypes into production systems that hold up under real traffic, messy inputs, model variability, and failure conditions—not just polished demos.

I’ve led software engineering teams at Ansys and Bank of America and worked as a Senior Product Manager at Amazon. My background combines engineering, product, and finance: MS from Rensselaer Polytechnic Institute, MBA from UCLA Anderson, and BTech from IIT Patna.

I’ve built trading pipelines, a customer-retention platform used by 80,000+ brands, and attention-based credit-risk models for my own fintech startup. I understand both the technical work of building AI systems and the business consequences when they fail.

How I can help
- Review AI agent architectures built with LangGraph, LangChain, multi-agent, or deep-agent workflows

- Identify weaknesses in authentication, authorization, state management, tool access, reliability, observability, and failure recovery

- Debug inconsistent, brittle, or unreliable LLM and agent behavior

- Strengthen production AI workflows so they can handle real users, edge cases, retries, partial failures, and scale

- Review code and system design with clear priorities—not generic best-practice checklists

My reviews are structured around critical, should-fix, and nice-to-have findings. Every issue includes a concrete recommendation, why it matters, and a practical path to resolve it.

Most engagements begin with a short conversation about what has already gone wrong: unreliable outputs, stuck workflows, unexpected costs, security concerns, production incidents, or a prototype that is no longer sufficient. Those symptoms usually reveal where the highest-value work is.

I’m LangChain-certified in agentic engineering, with hands-on LangGraph experience. While I can support broader AI product and architecture decisions as an engagement evolves, I prefer to start with a specific, shippable problem and deliver useful progress quickly.

Steps for completing your project

After purchasing the project, send requirements so Sidharth can start the project.

Delivery time starts when Sidharth receives requirements from you.

Sidharth works on your project following the steps below.

Revisions may occur after the delivery date.

Agree on an operating agreement and compliance requirements

Gather system operating parameters and implementation details

Review the work, release payment, and leave feedback to Sidharth.