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Generative AI development

Ship LLM products customers trust — grounded, measurable, fast

RAG copilots, compliant customer assistants, content pipelines and tool-using agents — with eval harnesses, citation templates, spend caps and the observability stack your security team asks for.

  • OpenAI · Anthropic · Gemini · Azure OpenAI · Bedrock — routed for cost & latency
  • Pinecone · Weaviate · pgvector · hybrid BM25+dense RAG with ACL-aware chunks
  • Red-team history · prompt/version registry · human-in-the-loop for regulated flows
  • From ₹1,25,000 for a scoped RAG or copilot MVP with eval set + launch checklist
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★★★★★ 4.9/5 · 70+ GenAI surfaces live
India + remote NDA-protected 2hr response
Trusted by businesses worldwide
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Case Studies

Proven case studies in generative AI

RAG copilots, compliant customer comms and content pipelines — with citations, eval harnesses and token budgets your CFO can live with.

B2B SaaS  ·  7-week build · Hyderabad · GCP + Pinecone

Support + engineering copilot cut median ticket time by 38% with cited answers

The Challenge

Conflux’s 220-page runbooks lived in Notion, Confluence and stale PDFs — L1/L2 swivelled engineers for questions already answered last quarter.

The Solution

Chunked ingestion with ACL-aware retrieval, hybrid dense + BM25, response templates with mandatory citations, Slack slash-command + in-portal widget, weekly eval set from resolved tickets.

Key Highlights & Features
  • PII scrub + tenant isolation per workspace
  • Refusal policy for unreleased product areas
  • Latency SLO 2.8s p95 on streaming answers
  • Gold Q/A pairs from SMEs for regression
  • Cost caps per team with burst alerts
  • Playbooks for prompt-injection incidents
The Impact
-38% median handle time
91% answers with citation
-22% escalations to L3
View GenAI brief Build something similar
Hire AI Engineers

Rent battle-tested AI engineers — without the hiring chaos

Skip 90-day hiring cycles. Get a Coderlab AI engineer (or full pod) onboarded in 48 hours — billed by the hour, week, or month. Pause, swap or scale anytime.

0h avg. onboarding time
0+ AI engineers on bench
0% client retention
₹0 to start · 1-week trial
Hourly

By the hour

Best for short tasks, hot fixes, prototypes & spec’d-out features. No commitment — bill weekly.

  • Min. 10 hours / week
  • Hourly time-tracking + screenshots
  • Pause / resume anytime
  • Weekly invoicing in INR or USD
Match me with an engineer
Monthly Dedicated ★ Most Popular

Full-time dedicated

One AI engineer working only on your roadmap. Daily standups, your tools, your time-zone.

  • 160 hrs / month · 8 hrs/day
  • Direct Slack / Notion / GitHub access
  • Daily standups + weekly demos
  • Free 1-week trial · pay only after
Start 1-week trial
AI Pod

Full AI pod (3-5)

PM + LLM eng + RAG architect + ML Ops + QA. End-to-end product team that ships in weeks, not quarters.

  • 3-5 dedicated engineers
  • PM-led delivery + sprint demos
  • SLA-backed uptime + on-call rotation
  • Full IP & source-code transfer
Build my pod
Why Coderlab

Why teams hire AI engineers through us

48-hour onboarding

Send a brief on Monday. Have an engineer pushing PRs by Wednesday. No quarter-long hiring loops.

AI specialists, not generalists

Every engineer ships LLM, RAG, vector-DB or agent code daily. We don’t send web devs in disguise.

Try before you commit

1-week paid trial — but you only pay if you keep the engineer. Risk sits with us, not you.

End-to-end ownership

One accountable engineer for spec, code, deploy & monitoring. No hand-off losses, no finger-pointing.

Roles you can hire

8 specialist profiles, on-the-bench right now

L Available

LLM Engineer

GPT-5 Claude Fine-tuning
Hire
R Available

RAG Architect

Pinecone Weaviate Embeddings
Hire
M Available

ML Ops Engineer

Kubeflow AWS SageMaker CI/CD
Hire
V Available

Voice AI Engineer

ElevenLabs Whisper Sarvam
Hire
C Available

Computer Vision Eng.

YOLO Detectron OpenCV
Hire
P Available

AI Product Engineer

Next.js tRPC Vercel AI SDK
Hire
A Available

Prompt Engineer

CoT DSPy Evals
Hire
D Available

AI Data Engineer

dbt Airflow Spark
Hire
Need an AI engineer next week?

Talk to a Coderlab engineer in 24 hours

Tell us what you’re building. We’ll match you with 2-3 pre-vetted profiles within a working day. ₹0 to start.

Book matching call Send job description
✓ No agency commitment ✓ NDA on first reply ✓ Full IP transfer
GenAI programs

8 generative AI products we ship end-to-end

From first retrieval index to production traffic — evals, guardrails and cost controls included so launch week is boring (in a good way).

Most Popular

Enterprise RAG & copilots

ACL-aware retrieval, citation-required answers and Slack / web / in-portal surfaces — tuned for support, engineering and ops.

  • Hybrid dense + BM25
  • Chunk-level permissions
  • Streaming + p95 SLOs
Ask for Quote
Models

Fine-tuning & adapters

LoRA / full fine-tune on your tone, glossary and refusal style — with held-out evals and rollback pins.

  • OpenAI / OSS weights
  • DPO / preference pairs where needed
  • Versioned prompts + weights
Ask for Quote
Agents

Tool-using agents

Agents that open tickets, query read-only DBs and draft PRs — with allow-lists, audit logs and human approval gates.

  • MCP or custom tools
  • Idempotent side effects
  • Run budgets per user
Ask for Quote
Multimodal

Vision + language products

Image Q&A, doc layout understanding and alt-text at scale — paired with text policies for brand-safe output.

  • Layout-aware PDF
  • Caption + classify pipelines
  • Human spot-check queues
Ask for Quote
DevEx

Code copilots & internal dev bots

Repo-grounded assistants on GitHub / IDE with secret scanning hooks and org-wide style packs.

  • Repo index + PR context
  • CI-aware suggestions
  • No train on private code flags
Ask for Quote
CX

Customer-facing assistants

WhatsApp, web and voice assistants with escalation paths — especially for India-first languages and EMI flows.

  • Hinglish + regional templates
  • Handoff to human with transcript
  • CSAT loop in evals
Ask for Quote
Content

Structured content at scale

JSON-schema constrained generation for PDPs, emails and notifications — glossary-locked and diff-reviewed.

  • Brand voice packs
  • Lint + blocklists
  • Batch + streaming workers
Ask for Quote
Trust

Safety, evals & red-teaming

Jailbreak suites, PII leakage tests and regulatory packs — deliverables your risk team can file.

  • Regression eval CI
  • Incident playbooks
  • Data processing agreements
Ask for Quote
Capabilities

What every Coderlab generative AI build ships with

Grounding, evals, safety rails and spend caps — so LLM features ship like any other tier-1 service, not a demo.

INPUT · Instructions

Prompts & tools → structured intent

Instruction parsers, JSON/tool schemas and guardrails so user text becomes safe, typed actions — not free-form chaos.

ROUTING · Models

Router across models & tiers

Route cheap models for bulk, frontier for edge cases — with confidence bands and fallback chains.

SESSION · Threads

Conversation memory that respects TTL

Summarised thread state, PII redaction and retention policies — so support history does not leak across tenants.

SAFETY · Policy

Toxicity, PII & topic blocks

Layered filters + escalation when users probe jailbreaks — with logs your risk team can replay.

VOICE · Multilingual

Voice & Hinglish experiences

STT/TTS pipelines tuned for Indian accents and code-mixed queries — same safety stack as text.

CHANNELS · Surfaces

Web · app · Slack · WhatsApp

One orchestration layer for copilots wherever your users already work — with channel-specific rate limits.

ACTIONS · Systems

Tool calls → CRM / tickets / PRs

Typed tool outputs with idempotency and human approval for high-risk writes — Jira, Salesforce, GitHub and more.

RAG · Knowledge

Grounded answers with citations

Hybrid retrieval, chunk ACLs and citation-required templates — so answers trace to real docs.

OBSERVABILITY · Cost

Token, latency & quality dashboards

Per-tenant spend, p95 latency, refusal rate and eval regression — Grafana / Looker friendly exports.

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Chatbot ROI Calculator

Discover how much an AI chatbot will save your business — projected savings, payback period & ROI multiple, in 90 seconds.

₹4.2 Cr+ savings calculated Calculate My ROI 10 questions · 90 seconds · PDF emailed

Tech Stack Recommender

Describe your project. Our AI suggests the optimal stack, ballpark cost, and realistic timeline — instantly.

850+ projects scoped Get My Stack 2 minutes · No card · PDF + Email
Industries We Generate For

LLM products that stay on-brand & on-policy

Copilots, RAG portals and content engines — same scene visuals, reframed for how GenAI actually ships in regulated and high-trust verticals.

Healthcare

Copilot · Triage · Docs

Clinician assist with citations · patient comms in Hinglish · prior-auth draft packs · policy-grounded FAQs

FinTech

RM assist · KYC chat · Alerts

Product explainer bots · compliant email drafts · circular-aware Q&A · summarised risk memos for committees

Retail & D2C

Catalog · CX · Search

Localised PDP copy · size-fit chat guides · returns deflection scripts · semantic search over catalogue + reviews

EdTech

Tutor · Content · Ops

Syllabus-grounded tutors · explanation variants by level · batch email personalisation · admin report summaries

PropTech & infra

Listings · Legal · CRM

Listing description drafts · brochure summaries · broker WhatsApp templates · RAG over project PDFs

Logistics

Ops desk · Drivers · CS

Exception narration for shippers · driver nudges in local language · POD mismatch explanations · SLA digest emails

Insurance

FNOL · Claims · Renewals

Guided FNOL conversations · policy comparison in plain language · renewal nudges with approved disclaimers

SaaS

In-app · Support · Sales

Empty-state copy gen · release-note drafts · sales email variants · onboarding checklist bots from docs

Our AI-Powered Process

From idea to launch — accelerated 10× by AI

Same proven 5 steps. With AI co-piloting every stage, weeks compress into days — without sacrificing quality.

1

Discovery

AI-assisted requirement gathering & instant competitor analysis

GPT-5 + Claude
1 week 30 min
2

Design

AI-generated wireframes & mockups, refined by senior designers

Figma AI + v0
2 weeks 2 days
3

Development

Vibe coding with Cursor + Claude pair-programming agile sprints

Cursor + Claude
3 months 3 weeks
4

Testing

AI-generated test suites & automated edge-case discovery

Playwright AI
1 week 2 days
5

Launch

One-click AI deploy + AI uptime monitoring & instant rollback

Vercel + Sentry AI
3 days Same day
Total: ~3.5 months → 4 weeks 10× faster Same quality, lower cost
Our Stack

Powered by the world’s best AI & modern dev tools

From frontier AI models to native mobile frameworks — all the tools we use to ship 10× faster.

AI Tools
Web Dev
Mobile Dev

Get a free GenAI architecture review — RAG, agents or fine-tune path.

Bring your doc corpus, traffic estimate and compliance boundary. Leave with a retrieval design, model shortlist, eval plan and rough token budget — no slideware.

Get a Free Quote Book Free Call
Replies in 2 hours NDA-protected Your API keys / VPC
Stack & providers

Models + retrieval + your product

We compose frontier and open models with the stores and orchestration patterns that survive real traffic — not notebook demos.

Foundation APIs

OpenAI Anthropic Gemini Azure OpenAI AWS Bedrock Groq

Open weights

Llama 3 Mistral Qwen DeepSeek vLLM Ollama (dev)

Vector & search

Pinecone Weaviate pgvector Elasticsearch Typesense Redis

Orchestration

LangGraph LangChain LlamaIndex Temporal Inngest Cloud Functions

App & gateway

Next.js FastAPI Node Kong Cloudflare Workers WebSockets

Governance

Helicone LangSmith Weights & Biases OpenTelemetry PII scrub Prompt registry
Why Coderlab

Why we are different from other software companies

We’re not the cheapest. Not the oldest. But we’re the smartest choice for businesses that want AI-powered solutions delivered with personal attention at fair prices.

3–5× Faster development

AI-First, From Day One

While traditional IT firms added AI as an afterthought, Coderlab was built from the ground up with AI-first principles. Every project leverages modern tools like Cursor, Claude Code, and GPT-5 — making your software 3-5x faster to build with built-in intelligent features.

7-day MVP delivery standard
40–70% Lower cost vs competitors

Startup-Friendly Pricing

Octal charges $5,000 minimum. Infosys won’t talk under ₹50 lakh. Coderlab solves this. Our projects start from ₹15,000. International MVPs from $500. You get the same technical excellence at 40-70% lower prices than traditional IT firms.

Projects starting from ₹15,000
2hr Average response time

Personal Attention

You work directly with founders and senior team members. Every client gets a dedicated PM, direct WhatsApp line to leadership, and weekly sync calls. We take 20% fewer projects than capacity allows — specifically so every client gets the attention they deserve.

Direct WhatsApp line to founders
15+ Countries served

Gurgaon-Based Quality

Headquartered in Gurgaon — India’s tech capital. Our team combines world-class expertise with local business understanding. For Indian clients, we speak your language. For international clients, we offer IST/GMT/EST overlap and English-fluent management.

IST / GMT / EST timezone overlap
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Testimonials — 200+ Happy Clients

What our clients say

Unfiltered stories from business owners, founders & product leads — across India and 14 other countries.

80% support reduction

“The chatbot integrates seamlessly with our WhatsApp Business and has reduced our support workload by 80%. Would absolutely recommend.”

Dr. Priya Sharma

Owner, Shine Healthcare Clinic · Mumbai, IN

8-day MVP shipped

“Coderlab built our MVP in just 8 days. We raised our seed round 30 days after launch. These guys are the real deal.”

Rajesh Kumar

Founder, FinPath Technologies · Bengaluru, IN

₹8.5L saved

“I was quoted ₹12 lakh by a big firm. Coderlab delivered the same quality CRM for ₹3.5 lakh in half the time. Best decision this year.”

Anjali Desai

COO, Desai Real Estate Group · Pune, IN

6.5× faster loads

“We rebuilt our SaaS dashboard with Coderlab. Load times dropped from 4s to 600ms. Customers literally noticed within a week.”

Ahmed Khan

Founder, DataPulse Analytics · Dubai, AE

+40% pipeline

“Their AI sales agent qualifies leads at 3 AM while we sleep. Pipeline grew 40% in two months — without hiring a single SDR.”

Sneha Iyer

Director, Iyer Realty · Chennai, IN

80% support reduction

“The chatbot integrates seamlessly with our WhatsApp Business and has reduced our support workload by 80%. Would absolutely recommend.”

Dr. Priya Sharma

Owner, Shine Healthcare Clinic · Mumbai, IN

8-day MVP shipped

“Coderlab built our MVP in just 8 days. We raised our seed round 30 days after launch. These guys are the real deal.”

Rajesh Kumar

Founder, FinPath Technologies · Bengaluru, IN

₹8.5L saved

“I was quoted ₹12 lakh by a big firm. Coderlab delivered the same quality CRM for ₹3.5 lakh in half the time. Best decision this year.”

Anjali Desai

COO, Desai Real Estate Group · Pune, IN

6.5× faster loads

“We rebuilt our SaaS dashboard with Coderlab. Load times dropped from 4s to 600ms. Customers literally noticed within a week.”

Ahmed Khan

Founder, DataPulse Analytics · Dubai, AE

+40% pipeline

“Their AI sales agent qualifies leads at 3 AM while we sleep. Pipeline grew 40% in two months — without hiring a single SDR.”

Sneha Iyer

Director, Iyer Realty · Chennai, IN

Hired in 1 day

“I shopped 5 agencies. Coderlab was the only one who shipped working code in the first call. Hired them on the spot.”

Mike Chen

CEO, NexGen Robotics · San Francisco, US

7× faster integration

“Their team integrated Razorpay, Cashfree, and Stripe in 3 days. Other agencies quoted 3 weeks. Their speed is the real superpower.”

Vikram Patel

CTO, Bookmate India · Ahmedabad, IN

Featured on Play Store

“Our mobile app got featured on Play Store within 6 weeks of launch. Coderlab's quality is genuinely European-grade.”

Lisa Müller

Co-founder, MoveFit · Berlin, DE

2-hour response avg

“Founder access on WhatsApp is a game-changer. I message at midnight, I get answers by morning. Try finding that elsewhere.”

Arjun Nair

Owner, Nair Logistics · Kochi, IN

Saved the launch

“We were burning cash on a no-show vendor. Coderlab took over mid-project, fixed all bugs, and shipped on time. Literally saved our launch.”

Tanya Reddy

Product Lead, BloomBox Studios · Hyderabad, IN

Hired in 1 day

“I shopped 5 agencies. Coderlab was the only one who shipped working code in the first call. Hired them on the spot.”

Mike Chen

CEO, NexGen Robotics · San Francisco, US

7× faster integration

“Their team integrated Razorpay, Cashfree, and Stripe in 3 days. Other agencies quoted 3 weeks. Their speed is the real superpower.”

Vikram Patel

CTO, Bookmate India · Ahmedabad, IN

Featured on Play Store

“Our mobile app got featured on Play Store within 6 weeks of launch. Coderlab's quality is genuinely European-grade.”

Lisa Müller

Co-founder, MoveFit · Berlin, DE

2-hour response avg

“Founder access on WhatsApp is a game-changer. I message at midnight, I get answers by morning. Try finding that elsewhere.”

Arjun Nair

Owner, Nair Logistics · Kochi, IN

Saved the launch

“We were burning cash on a no-show vendor. Coderlab took over mid-project, fixed all bugs, and shipped on time. Literally saved our launch.”

Tanya Reddy

Product Lead, BloomBox Studios · Hyderabad, IN

200+ happy clients 4.9 / 5 average rating 98% retention 15+ countries
GenAI FAQ

Frequently asked generative AI questions

What product and security leads ask before turning on LLMs for customers or staff.

How much does a generative AI MVP cost?

A focused RAG copilot or structured content pipeline (single surface, one primary model, basic monitoring) typically lands around ₹1,25,000 – ₹4,00,000. Multi-agent flows, heavy compliance or multimodal stacks scale from there. We quote in fixed phases after a short discovery.

Will the LLM hallucinate on our customers?

We design for grounding + refusal: citation templates, retrieval-only modes for sensitive topics, confidence thresholds and human-in-the-loop where stakes are high. We also ship regression eval sets so prompt/model changes do not silently degrade answers.

Can you use our private documents safely?

Yes — ingestion with ACL-aware chunking, tenant isolation, optional VPC / private endpoints and no training on your data on vendor default terms where contractually required. We document data flows for your infosec review.

How do you control token spend?

Per-tenant and per-user budgets, model routing (smaller models for bulk), caching of repeated queries, summarised context windows and hard caps with graceful degradation messaging.

Which Indian languages do you support?

We ship Hinglish and major Indian languages using model + template pairs with eval slices per locale — not a single generic prompt. Voice adds STT/TTS vendors tuned for local accents where needed.

How long from kickoff to production?

Many RAG copilots reach a guarded prod in 4–7 weeks when corpora and SSO are ready. Agent + tool integrations or regulated verticals often need 8–14 weeks including UAT and red-team cycles.

Who owns prompts, evals and integrations?

You do. Repos, prompt registry, eval JSONL, retrieval configs and infra-as-code are in your accounts. We can pair-transfer during hypercare.

Do you build with MCP?

When tool surface area grows — we implement MCP servers or equivalent typed tools so agents stay auditable. Deeper MCP platform work lives on our dedicated MCP & LLM tooling service page (same site nav).