100x Engineering

AI MVP Sprint · SOC2 Compliance · 3 weeks · $4,999 · Limited slots

Shipa production-gradeAI product.in weeks not .

A senior product team that ships the full product: UX, full-stack, AI (RAG, copilots, agents) with evals and guardrails — and security & SOC2 compliance so you can close enterprise deals.
Sprint: $4,999 · SOC2 Readiness: $4,999 · Fractional CTO: $9,999/mo

/Free quote within 24h
/Dedicated team
/15+ Projects Delivered
/100% Client Satisfaction
/SOC2 Readiness in 3 Weeks
/AI-Accelerated Development
/Unparalleled Post-Delivery Support
$4,999
Fixed Sprint
3 Weeks
Time to Launch
100%
IP Ownership

Built internal tools for $10M+ valuation startups and unicorn teams

Engineers from

IIT (ISM)
WorldQuant
Hygenco
PayPal
Microsoft

The Opportunity

AI is the fastest-growing market in tech

The window to ship first is closing. Here's the data that founders and investors are acting on.

$1.8T
AI Market by 2030

Global AI market projected to reach $1.8 trillion by 2030, growing at 37% CAGR.

[Gartner]Gartner AI Market Forecast 2024
77%
of Enterprises Adopting AI

77% of enterprise organizations are either using or exploring AI, with generative AI adoption accelerating sharply.

[McKinsey]McKinsey Global Survey on AI Adoption 2024
90%
of Startups Fail

90% of startups fail — most due to building products the market doesn't want, not running out of money.

[CB Insights]CB Insights: The Top 12 Reasons Startups Fail
2×
Faster with AI-Accelerated Dev

Teams using AI-assisted tools ship features up to 2× faster and with measurably fewer defects.

[Stanford HAI]Stanford HAI AI Index Report 2024

Additional reading: Harvard Business Review — “Why Startups Fail” · Stanford HAI 2024 AI Index Report

Selected Work

Case studies

Agentic Agency

Plugins + skills that deploy swarms across departments.

In the last 2 months, we turned workflows into reusable skills and packaged them as plugins. That's how we run delivery, content, QA, and outbound as coordinated teams of agents.

$20k
last 2 months
67+
skills shipped
4+
departments

Scroll to explore our work ↓

01 / 05
Emissions Dashboard
Scope3 carbon emissions tracking dashboard
Sustainability SaaS

Scope3 Global Dashboard

Full-stack carbon accounting platform with real-time emissions tracking, supplier management, and ESRS-compliant reporting.

AI Video Editor
ReelGen AI-powered video generation tool
Creative Tools

ReelGen

AI-powered video editor with prompt-to-clip generation, timeline editing, and style presets for marketing teams.

Sales Intelligence
Real-time sales call assistant with live transcription
Revenue Intelligence

Live Call Assistant

Real-time sales copilot with live transcription, sentiment analysis, battlecard suggestions, and smart objection handling.

Mobile App
Astrology and wellness mobile application
Consumer Mobile

Cosmic Wellness App

Personalized astrology and wellness app with daily readings, muhurat timings, ritual guides, and time-travel birth chart explorer.

Document AI
SmartDocs PDF analysis with AI assistant
Enterprise AI

SmartDocs Assistant

Technical document analysis with AI-powered Q&A, compliance extraction, highlighted source citations, and export workflows.

Workflow Automation

Automation that shows up on your P&L

We build end-to-end workflow automation across six domains — content, sales, support, finance, incidents, and onboarding. Each system runs as a persistent agent on your infrastructure with memory across tasks, role-based policy, and measurable impact from week one.

Workflows with receipts

Every workflow below has a dollar figure attached. Not projections — measured outcomes from teams that replaced manual handoffs with deterministic playbooks.

$210K
pipeline influenced
45%
faster first response
99.7%
recon match rate

Scroll to see each system ↓

01 / 07
Your Chief of Staff
Active
Agent GatewayVPSSlackNotionGitHub

Business impact

$150K+ in avoidable incident prevention

Memory persists across runs. Context carries across domains.

Command Layer

An always-on chief of staff with memory

A persistent agent on your infrastructure that remembers every task, conversation, and automated run. It coordinates content, sales, support, finance, incidents, and onboarding — not as six separate tools, but as one chief of staff that acts on context from yesterday while you sleep.

Agent GatewayVPSSlackNotionGitHubService Desk
Content to Revenue Spine
Active
Drafting
1
Review
2
Publish
3

Financial impact

$210K annualized pipeline

22% jump in sales-qualified leads, 11 hours reclaimed weekly

Content & Growth

Publish → Promote → Convert

A centralized control plane tracks content, generates channel variants, and routes high-intent traffic into CRM qualification with consistent brand tone.

NotionAgent GatewayHubSpotGmailTelegramGoogle Analytics
Support Triage Copilot
Active
ZendeskIntercomSlackOpenAIAgent Gateway

Financial impact

$125K support-cost efficiency

45% faster first response, 32% less manual queue drift

Customer Support

Inbox and Chat → Resolution in context

Incoming support requests are captured, classified, and routed with urgency-aware escalation while preserving every action in auditable logs.

ZendeskIntercomSlackOpenAIAgent GatewayAirtable
Lead Qualification Engine
Active
Qualification Engine

Financial impact

$270K+ influenced pipeline

17% increase in booked demos, 28% higher lead quality score

Sales

Lead to demo in under 90 seconds

Incoming leads are normalized, enriched, scored, and routed into a single, synchronized sales stack so sales teams can call before momentum drops.

TypeformHubSpotSalesforceCal.comAgent GatewayClearbit
Finance Reconciliation Guard
Active
StripeQuickBooksGustoAgent GatewaySlack

Financial impact

$80K monthly working-capital recovery

99.7% invoice-match consistency, 30% fewer manual audits

Finance Ops

Invoice and payment control loop

Billing, payout, and bank feeds are reconciled continuously, then surfaced as exceptions with playbook-ready actions.

StripeQuickBooksGustoAgent GatewaySlackAirtable
Ops Incident Orchestration
Active
INBOUND STREAM
ROUTING ENGINE
RESOLVED

Financial impact

$95K in prevented churn risk

38% reduction in MTTR, 24/7 audit trail coverage

Customer Operations

Monitoring to status update loop

Operational incidents from monitoring systems trigger coordinated actions across status pages, docs, and postmortem prep without manual command stitching.

PagerDutySlackStatusPageNotionAgent GatewayGoogle Drive
People Ops Security Layer
Active

Financial impact

$60K annual productivity gain

67% faster onboarding completion, reduced IT support churn

HR & Security

Hire-to-enable checklist in 2 days

Hiring and access workflows are standardized across payroll, IT, legal, and team communication, with approvals managed through policy controls.

Google WorkspaceOktaAgent GatewayNotionSlackWorkday

AI MVP Reality

Where AI products break

Demos are easy. Shipping AI users can trust is not. We build with evals, guardrails, and cost/latency budgets from day one.

Edge deployment constraints

Local TTS and VLM quality lag behind cloud, and multilingual coverage remains uneven for privacy-first deployments.

Latency budget misses

Cold starts and multi-hop pipelines blow latency budgets, making real-time scaling unpredictable.

Orchestration reliability

Agentic workflows loop or break because outputs aren't deterministic. Debugging is painful.

Static evaluation metrics

Teams want evals that update from user feedback and business KPIs, not just accuracy scores.

Provider API instability

Provider APIs ignore parameters and rate-limit unpredictably. Robust fallbacks are essential.

Content drift

Generative UI and content pipelines drift toward hallucinations without tight constraints.

How we work

Speed with guardrails.
Fixed price certainty.

We ship MVPs fast without shipping brittle AI. Evals, structured outputs, observability, and cost controls are part of the build—not a retrofit. The market is flooded with wrappers; reliability is the moat.

Sprint Timeline

1
Week 1

Discovery & Planning

  • Roadmap (scope + milestones)
  • Wireframes + UX flow
  • Tech stack selection
2
Week 2

Core Development

  • Core functionality shipped
  • DB setup + schema
  • API endpoints + integrations
3
Week 3

Testing, Deployment, Go Live

  • Testing + bug fixes
  • Production deployment
  • Live MVP + handoff

Technical Patterns

Operations Dashboard

Cross-Agent Memory & Execution

Our sub-agents don't work in silos. We build interconnected data circuits where the output of AI Engineering is automatically QA'd by Quality Monitoring, and Growth artifacts are directly piped into Sales sequences—all monitored natively in the UI.

COMMAND_CENTER // V4.2
SYSTEM OPTIMAL

Core Telemetry

CPU Usage
42%
+2.4%
Memory
8.4GB
0.1G
Active Nodes
112
+4
Network I/O
840MB/s
-12%
Request Volume

Agent Workload Matrix

AI-ENGtk_99x
running
Generate Prisma schema from AST
QUALITYtk_42a
pending
Run regression suite (50 prompts)
GROWTHtk_88z
completed
Extract SEO keywords from transcript
Topology Hub
ENG
QA
MKT
SLS

Network Trace

14:22:01.04310.4.12.99→api.anthropic.com
200 OK114ms
14:22:01.89210.4.12.42→db-main-read-replica
200 OK4ms
14:22:02.115worker-pool-a→sqs.us-east-1
202 ACCEPTED22ms
14:22:03.44110.4.12.99→api.stripe.com
200 OK189ms
14:22:04.005cron-runner→api.resend.com
200 OK88ms
root@sys-core:~#

Capabilities

What we build with

Claude/GPT/Gemini integrationRAG (embeddings, chunking, re-ranking)Tool-calling workflows + function schemasEvals (regressions, red-team, golden sets)Guardrails + structured outputsLatency & cost controls (caching, budgets)

End-to-end AI integration from model selection to production guardrails

Team

Our Architects

Sankalp and Shivam lead a distributed bench of senior product engineers and AI specialists who ship MVPs end-to-end: UX, full-stack, and production-grade LLM features.

Sankalp Thakur

Sankalp Thakur

“We treat LLMs like stochastic components in a deterministic system. If you can't measure the error rate, don't ship it.”

IIT (ISM) Dhanbad

Emtribe. Ex-Hygenco, Ex-WorldQuant

Python, AI Agents, Enterprise Systems

Shivam Jindal

Shivam Jindal

“Most demos work because they cherry-picked the inputs. My systems work because we chaos-tested the inputs.”

IIT (ISM) Dhanbad

PayPal (SWE 3), Ex-Microsoft Azure, Ex-Arista

Structure & Governance

Enterprise Foundation.
Unified Orchestration.

We architect your AI infrastructure using a multi-layered approach. A central orchestrator directs specialized teams operating on top of a unified, compliant data plane.

Central Orchestrator

The core logic engine. It manages global context, routes complex tasks to specialized agents, and enforces governance constraints.

Specialized Teams

Dedicated agent teams (Security, HR, Content) operate within strictly defined permissions and domain scope to limit blast radius.

AI Engineering
Training, serving, RAG, and fine-tuning.
Growth & Content
Distribution pipelines and optimization.
Quality Monitoring
Tracing, evaluation, and logging.
Systems Architecture
Data orchestration and cloud deployment.

Universal Data Plane

All agents operate on a shared context layer, abstracting away raw databases and ensuring strict access control.

Services

Simple, transparent pricing.

Fixed pricing for the Sprint and SOC2 compliance. A clear monthly retainer for Fractional CTO. Custom scope when you need more.

SPEC_01

Fractional CTO

Senior technical leadership for AI products: architecture, roadmap, hiring, reviews, and reliability.

Funded teams scaling AI products

Fractional CTO
Duration
Monthly
Investment
$9,999/mo
Deliverables
  • /Architecture + delivery plan
  • /AI evals, guardrails, cost controls
  • /Code reviews + team direction
  • /Infra, security, observability

For teams that need a driver.

Free architecture review on the first call

Recommended
SPEC_02

Production-Grade MVP

Ship a production-ready MVP with full-stack architecture, AI guardrails, and automated testing. Not a prototype — a product your users can rely on.

Solo founders & early teams shipping v1

Production-Grade MVP
Duration
3 weeks
Investment
$4,999
Deliverables
  • /Product spec + UX flow
  • /Next.js + Supabase backend
  • /AI feature (RAG / copilot / agent) + evals
  • /Guardrails + structured outputs
  • /Stripe + deployment + handoff
  • /Weekly demos + post-launch bug-fix window

Limited slots. Fixed scope, fixed price.

We scope your MVP on a 20-min call

SPEC_03

Security Assessment

VAPT + security architecture review with a prioritized remediation roadmap. Know exactly where you stand before fundraising or enterprise sales.

Pre-Series A startups & teams entering enterprise

Security Assessment
Duration
1 week
Investment
$2,499
Deliverables
  • /Vulnerability assessment & pen test (OWASP Top 10)
  • /Security architecture review
  • /Prioritized remediation report
  • /Executive summary for investors / buyers

Upgrade to full SOC2 certification from $49,999.

Free 15-min security review on the first call

SPEC_04

Custom Scope

Multi-role AI workflows, complex integrations, mobile, or enterprise requirements. We’ll scope it together.

Enterprises & complex builds

Custom Scope
Duration
Custom
Investment
Let’s talk
Deliverables
  • /Scoped roadmap + milestones
  • /Data + integrations (APIs, tools)
  • /Enterprise-grade deployment options
  • /Ongoing iteration & support

We’ll quote after a short call.

Free discovery call — no commitment

FAQ

Common questions

Still have questions?

We reply within 24 hours

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