Principal AI Engineering by Harsh Gori
FOUNDER-LED AI AUTOMATION & SAAS STUDIO

AI that does the work, not just the demo.

We design, build, and deploy production AI workflow automations and full-stack AI SaaS products that save your team 10–40 hours every week. Guaranteed fixed price, clear written scope, and shipped in weeks, not quarters.

Book a Free 30-Min Strategy Call
Replies within 24 hours100% Fixed-Price ContractZero Hourly Billing
lead-agent.pipeline.ts
ACTIVE
[10:42:01 PM]Inbound webhook: Sarah Jenkins (Managing Broker, 18-agent team)
[10:42:03 PM]AI Agent: Enriched MLS domain & verified active transaction volume
[10:42:04 PM]Lead Score: 94/100 (High Intent). HubSpot deal created & assigned
[10:42:07 PM]WhatsApp dispatch: Tailored Cal.com strategy invite sent to prospect
[10:42:08 PM]Status: Meeting confirmed for Thursday 2:00 PM. No team touch needed.
Outcome: Handled autonomously while the client's team was offline.
0 human minutes spent
01.

Outcome First

Every project contractually starts with one agreed business metric we commit to moving: hours saved, response latency, or live product launch.

02.

100% IP Ownership

Code, GitHub repositories, cloud accounts, AI models, and databases remain under your name and ownership from day one. Zero lock-in.

03.

Humans in the Loop

AI automates routine extraction, drafting, and data synchronization; your team retains final sign-off on refunds, pricing, and critical messaging.

[ MEASURED RESULTS FROM PRODUCTION BUILDS ]

Numbers that actually show up on your P&L.

We don't measure work by lines of code or billable hours. We measure the hours returned to your team and revenue captured.

32 hrs/wk

Operational Time Recovered

Average hours eliminated from manual lead intake, CRM updates, and document processing per client team.

< 45 sec

Lead Response Latency

Compressed from 4+ hours down to seconds with autonomous WhatsApp & email qualification agents.

6 Weeks

Whiteboard to Live SaaS

Full-stack production builds (Next.js 16, FastAPI, Auth, Stripe) shipped ready for paying customers.

ENGINEERED CAPABILITIES

Two core pillars. Engineered for measurable ROI.

Whether you need to eliminate 20+ hours of manual staff drudgery or launch a revenue-generating AI web application, every system is built with production-grade architecture.

10–40 Hours Saved / Wk

AI Workflow Automation & Custom Agents

We connect your existing tools (CRM, WhatsApp, Slack, databases, email) into autonomous systems that handle lead qualification, document extraction, customer routing, and reporting without human babysitting.

Typical Stack:n8n, Python, LangChain, OpenAI, Claude, WhatsApp Cloud API
Delivery Speed:Production live in 1 to 3 weeks
4–8 Weeks to Launch

Full-Stack AI SaaS & MVP Builds

For startup founders who need a technical partner to build a revenue-ready software product. Clean editorial Next.js 16 UI, FastAPI backend, Auth, Stripe billing, and vector pipelines.

Architecture:Next.js 16, FastAPI, Postgres, Docker
Commercial:Milestone-based fixed contract

What We Automate (Common Deployments)

Ready-to-deploy blueprints
WhatsApp & Email Lead Qualifier

Answers incoming inquiries in <45s, enriches data, scores intent, and books meetings automatically.

For Real Estate & High-Ticket SMBs
Internal RAG Knowledge Copilot

Instant Slack/Teams assistant indexing hundreds of company SOPs, clinical protocols, and PDF handbooks.

For Clinics & Operational Teams
Invoice & Contract Extraction

Transforms unstructured PDFs and scans into validated JSON, syncing directly into QuickBooks or ERP.

For Logistics & Finance Teams
Autonomous Executive Reporting

Pulls metrics from Stripe, Google Analytics, and ad platforms into automated weekly briefing digests.

For Agency Owners & Executives
Customer Support Agent with Handoff

Resolves 70%+ of tier-1 support queries with strict guardrails and seamless human escalation.

For E-Commerce & SaaS Teams
Multi-Model LLM Cost Optimizer

Routes simple queries to lightweight models and complex reasoning to Claude 3.5 Sonnet to cut token spend by 60%.

For Scale-Ups & High-Volume Apps
PRODUCTION PROOF

Case Studies. Built & Shipped.

Real systems running in production. No theoretical mockups or toy prototypes.

NDA-Safe Client Teardowns
Real Estate WhatsApp AI Lead Qualifier
Real Estate & Brokerages

Real Estate WhatsApp AI Lead Qualifier

Cutting inbound response time from 4 hours to 35 seconds

35 Seconds
Response Latency
+320%
Booked Viewings
18 hrs/wk
Team Hours Saved
View Architecture & Metrics
Clinical SOP & Compliance RAG Copilot
Healthcare & Diagnostics

Clinical SOP & Compliance RAG Copilot

Autonomous knowledge assistant across 400+ compliance documents

88% Auto
Query Resolution
0.0%
Hallucination Rate
22 hrs/wk
Staff Time Saved
View Architecture & Metrics
ContractRisk B2B AI SaaS MVP
LegalTech & Enterprise SaaS

ContractRisk B2B AI SaaS MVP

From whiteboard idea to 14 paying legal clients in 42 days

42 Days
Build Timeline
14 Paying
Beta Customers
$250k Raised
Pre-Seed Round
View Architecture & Metrics
EXECUTION PLAYBOOK

How we ship. Predictable from day one.

No endless brainstorming meetings, no ambiguous scopes, and no disappearing developers. A disciplined 4-step framework backed by transparent deliverables.

Step 0124–48 Hours

Discover & Map

We analyze your existing manual bottlenecks, API endpoints, and data flows. You receive a concrete proposal with an exact fixed price before any contract is signed.

You Get: Architecture blueprint & guaranteed fixed quote in SOW
Step 02Sprint Kickoff

Prototype & Guardrails

We construct the core LLM prompt pipelines, vector indexes, and fallbacks in a private test environment to validate accuracy and eliminate hallucination risks.

You Get: Interactive core flow with live sample data
Step 031–4 Weeks

Production Build

Full integration with your WhatsApp, CRM, Slack, databases, and billing. We write clean, documented TypeScript and Python code you fully control.

You Get: Weekly staging demos & end-to-end integration
Step 04Launch & Ongoing

Handover & Calibration

Full code and account transfer to your repositories, bespoke team onboarding video recordings, error-alerting webhooks, and 14 days of dedicated monitoring.

You Get: 100% Git ownership + 14-day warranty
ZERO-SURPRISE PRICING POLICY

Predictable fixed pricing. Zero hourly billing.

We evaluate your exact scope and deliver a guaranteed fixed quote with a written Statement of Work (SOW). Once signed, that price is final — no open-ended meters, no surprise invoices.

INTERACTIVE ROI SIMULATOR

Calculate your team's manual operational drain

Adjust the sliders below to see how many hours and dollars an autonomous workflow can return to your bottom line.

Based on verified 70% average automation efficiency
Team members doing manual data entry / lead intake:4 People
1 person25 people
Average manual repetitive hours spent per person / week:12 hrs / wk
4 hrs/wk35 hrs/wk
Average employee or coordinator hourly cost (USD):
PROJECTED VALUE CREATION
Estimated Monthly Hours Returned:
141 hrs / mo
Annual Capital Drain Recoverable:
$59,220 USD/year
2 to 5 DaysFixed Scope

Starter Automation

Quick Integrations & Fixes

Custom Fixed Quote
Zero hourly billing · Scoped in 24h
What's Included:
1 focused automation workflow or script
API bridge / Webhook connection between 2 tools
n8n or Python automation debugging / optimization
Lightweight PDF or invoice parser to spreadsheet
100% code ownership & deployment on your accounts
Loom video walkthrough for your team

Businesses wanting immediate time savings on a specific task.

Most Popular
1 to 3 WeeksFixed Scope

Production Workflows & Agents

Multi-Step Autonomous Systems

Custom Fixed Quote
Locked Statement of Work · No surprises
What's Included:
1–2 complete autonomous pipelines (WhatsApp, Email, CRM)
Internal Slack/Teams RAG copilot across company SOPs
Human-in-the-loop fallback interfaces for approvals
Automatic error logging & alerting webhooks
Full test coverage against hallucination & edge cases
14 days of dedicated post-deployment monitoring

SMBs looking to recover 15–35 hours weekly across their team.

4 to 8 WeeksFixed Scope

AI SaaS & Production MVP

Full-Stack Software Engineering

Milestone Fixed Quote
40% Kickoff / 30% Staging / 30% Launch
What's Included:
Full-stack web application in Next.js 16 & TypeScript
Scalable Python/FastAPI backend for core AI pipelines
Stripe / LemonSqueezy subscription & usage billing
Secure multi-tenant authentication & database setup
Vector database indexing, RAG, or agent orchestration
Production cloud deploy (AWS/Vercel) + full GitHub handover

Founders needing a technical co-builder to reach paying customers fast.

Harsh Gori — Principal AI Engineer & Founder
Harsh Gori
Principal AI Engineer & Founder
Upwork Top-Rated • 100% JSS
THE PRINCIPAL ENGINEER'S DIRECT GUARANTEE
“When you partner with Tatvex, your project is never passed off to junior subcontractors or hidden account managers. Every workflow architecture and SaaS pipeline is personally designed, coded, and tested by me.”

I commit to clear communication, guaranteed fixed-price contracts, and code you 100% own. Every system is built to production standards with strict SLAs, complete documentation, and zero surprise invoices.

Verified Studio Architecture & SLAs
Book Direct Strategy Call with Harsh →

What Founders & Operations Leaders Say

Verified outcomes from production client builds

“Harsh built our WhatsApp real estate lead qualifier in under two weeks. Our response time dropped from 4 hours to under 45 seconds, and we saw an immediate 3x lift in booked weekend property visits.”

Sarah J.Managing Broker
Austin, Texas

“The RAG Slack bot Harsh engineered over our 400+ clinical protocols is flawless. Our clinical coordinators got 20+ hours back every week, and the zero-hallucination citation guardrail gave our medical directors total peace of mind.”

Marcus L.Head of Operations
London, UK

“Shipped our legal contract risk SaaS MVP in exactly 42 days. Beautiful Next.js UI, super fast FastAPI backend, and Stripe billing worked on day one. We onboarded 14 paying law firms right away.”

David K.Founder & CEO
Dubai, UAE
PRODUCTION STACK & PARTNERS

Modern, open-standard, and zero vendor lock-in.

We engineer with enterprise-proven technologies. You own 100% of the code, data, and cloud accounts.

React 19

Next.js 16 (App Router)

Turbopack & React 19 RSC

Server-side streaming, static generation (SSG), dynamic metadata, and edge caching for sub-second page loads.

Frontend Architecture
Claude 5.5

Claude 5.5 (Sonnet & Opus)

Adaptive Thinking & 1M Context

Anthropic's latest 5.5 generation with autonomous agentic coding, computer use, and unmatched structured JSON adherence.

Anthropic Frontier AI
GPT-6 Astra

OpenAI GPT-6 Astra & o3

Autonomous Agent Orchestration

OpenAI's latest flagship Astra architecture and o3 chain-of-thought models for complex multi-hop logic, tool execution, and real-time voice/vision.

Frontier Agentic Reasoning
AsyncIO

FastAPI & Python 3.12+

Async Streaming Microservices

Ultra-fast asynchronous endpoints powering real-time LLM token streaming, background tasks, and vector ingest.

High-Speed AI Backend
Zero Lock-In

n8n Workflow Automation

Autonomous Business Logic

Self-hosted event-driven automation nodes connecting CRMs, webhooks, databases, and LLMs with zero vendor lock-in.

Self-Hosted Engine
pgvector

PostgreSQL & pgvector

Hybrid Search & Embeddings

Enterprise ACID relational tables paired with pgvector indexing for millisecond cosine distance semantic similarity.

Vector Database & Storage
TypeScript

Node.js & TypeScript

Full-Stack Web APIs & Worker Threads

End-to-end type safety from database schemas to client components, preventing runtime bugs and data mismatches.

Type-Safe Backend
RAG Engine

LangChain & LlamaIndex

Document Chunking & Tool Use

Advanced semantic document slicing, hybrid reranking, and multi-agent coordination with human-in-the-loop triggers.

Agentic Frameworks
AWS / Vercel

Docker & AWS Infrastructure

ECS, Lambda & S3 Containers

Reproducible containerized environments deployed directly to your private AWS or Vercel cloud accounts with full IP handover.

Cloud Deployment
Stripe API

Stripe Subscriptions

Automated Billing & Usage Meters

Production billing portals, recurring SaaS subscriptions, webhook idempotency, and automated tax handling.

Payment & Monetization
Meta API

WhatsApp Cloud API

Sub-45s Inbound Lead Messaging

Official Meta Cloud API integrations enabling automated, two-way conversational booking agents on WhatsApp.

Omnichannel Communications
Resend

Resend & Webhook Engine

Zero-Latency Real-Time Alerts

React-rendered email notifications and webhook pipelines alerting teams instantly when high-priority leads qualify.

Transactional Dispatch
All API keys, model licenses, and cloud accounts live strictly under your ownership. No agency markup on tokens.
100% Client Ownership Guarantee
FREQUENTLY ASKED QUESTIONS

Everything you need to know.

Clear answers on our fixed-price quoting, code ownership, and engineering process.

We hop on a 30-minute discovery call or review your written requirements. Within 24 hours, we deliver a clear Statement of Work (SOW) with an exact, 100% locked fixed price. Once signed, that price is final. We never bill by the clock, pad hours, or send surprise invoices.
CURRENTLY ACCEPTING Q4 & Q1 PROJECTS

Ready to eliminate 20+ hours of manual drudgery this month?

Tell us about the bottleneck draining your team or the AI SaaS product you want to ship. We will evaluate your scope and deliver an exact fixed-price proposal within 24 hours.

Book a Free 30-Min Strategy Call
24-hour proposal turnaround100% Fixed-Price ContractDirect communication with Harsh