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Building Reliable Multi-Step Agents: Lessons from 80+ Production Deployments
12 min read
What we've learned about tool orchestration, error recovery, and human-in-the-loop patterns that actually work at scale.
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Production AI Engineering
AI that runs your business.Not just demos.
Autonomous agents. Intelligent software. Real ROI. We engineer AI systems that ship to production and deliver measurable business value.
Production-ready with evals & guardrailsEnd-to-end AI engineering
AI systems in production
80+
Idea to working pilot
6-10 wks
Uptime across deployments
99.9%
Client NPS
72
What We Build
AI-First Products
Active builds
Autonomous Systems
AI Agents
Multi-step agents that reason, act, and self-correct. Built with evals, guardrails, and human-in-the-loop when it matters.
LLM Applications
AI Software
Production-grade LLM apps — RAG pipelines, fine-tuned models, and custom copilots that integrate into your stack.
Intelligent Products
AI-Powered Apps
Web and mobile products with AI at the core. Not bolted-on features — native intelligence from day one.
Pilot Timeline
Working AI in 4-6 weeks
Engagement
Embedded or project-based
Insights
What we've learned building AI
Practical insights from shipping AI systems to production. No hype — just what actually works.
What We Build
AI agents. Intelligent software. Apps that think.
We're not a generalist dev shop that added "AI" to the deck. This is all we do — and we've shipped 80+ AI systems to production.
AUTONOMOUS SYSTEMS
AI Agents & Workflows
Agents that research, decide, and execute. We handle the hard parts: tool orchestration, memory, error recovery, and knowing when to ask for help.
Multi-step reasoningTool use & APIsSelf-correction loopsHuman-in-the-loop
Learn more
LLM ENGINEERING
Custom AI Software
RAG systems, fine-tuned models, and LLM pipelines built for your domain. Not wrappers around ChatGPT — real engineering with evals and observability.
RAG & retrievalFine-tuningPrompt engineeringModel evaluation
Learn more
PRODUCT ENGINEERING
AI-Native Apps
Web and mobile products where AI isn't a feature — it's the architecture. Design, engineering, and deployment in one team.
AI-first UXReal-time inferenceEdge deploymentFull-stack builds
Learn more
COPILOT DEVELOPMENT
Enterprise Copilots
Task-aware assistants that live in your tools — Slack, Notion, internal apps. They understand context, trigger actions, and learn from feedback.
Tool integrationsContext awarenessAction triggersFeedback loops
Learn more
Use Cases
Where AI agents create real value
AI works best when it has clear tasks, good data, and room to fail safely. Here's where we've seen the biggest impact.
Research & Analysis
Agents that read thousands of documents, synthesize findings, and surface insights humans would miss.
Due diligence automationCompetitive intelligenceLiterature reviewMarket research
Operations & Workflows
Autonomous task execution across tools and systems. The agent handles the tedious multi-step work.
Document processingData entry & validationReport generationCross-system sync
Customer Intelligence
Copilots that understand customer context, surface relevant info, and take action on behalf of your team.
Support triage & responseSales intelligenceChurn predictionPersonalization
Content & Creative
Generation pipelines with quality controls. From first draft to final output with human review loops.
Content creationCode generationTranslationSummarization
Code & Engineering
AI that understands your codebase, writes tests, reviews PRs, and handles migrations at scale.
Code reviewTest generationDocumentationRefactoring
Data & Analytics
Natural language queries over your data. Ask questions, get answers — no SQL required.
Business intelligenceAnomaly detectionForecastingData quality
Have a different use case in mind? We've probably built something similar.
Let's discuss your projectWhy Us
We don't just build AI. We ship it.
Most AI projects die in the POC phase. Ours don't. We've learned what it takes to get AI past security review, into production, and delivering value.
80+
AI Systems Shipped
99.9%
Production Uptime
72
Client NPS
PRODUCTION-FIRST
AI That Ships
We've put 80+ AI systems into production. We know what breaks, what scales, and what gets blocked by security review.
80+
In Production
4-6w
To Pilot
END-TO-END
One Team, Whole Stack
Design, LLM engineering, infra, and product — no handoffs, no 'that's not my layer' excuses. One team owns the outcome.
24/7
Coverage
45%
Faster
BUILT-IN TRUST
Safe by Default
Evals, guardrails, hallucination detection, and audit trails. Your AI won't embarrass you in production.
99.9%
Uptime
0
Incidents
RESULTS-TIED
Outcomes Over Outputs
We measure success by what your AI accomplishes — not story points or model benchmarks. ROI you can actually measure.
3-7x
ROI Range
72
NPS
Our Process
From idea to intelligent productwith a clear, tested path
A four-step operating system for AI products that keeps outcomes, safety, and speed aligned.
STEP 11-2 weeks
Discover & Prioritize
USE-CASE DISCOVERY
Align on the business outcomes, users, and workflows that matter most. Prioritize high-ROI AI opportunities with clear success criteria.
Stakeholder workshops & journey mapping
ROI model, risks, and readiness
Data + system discovery
Success metrics & governance
01
Discover & Prioritize
STEP 22-3 weeks
Blueprint & Pilot
EVALS + PROOF
Design the architecture, run fast proofs, and establish evals, safety, and observability before scaling.
Solution + data architecture
Pilot scopes & UX prototypes
Evals, safety & telemetry
Delivery plan & milestones
02
Blueprint & Pilot
STEP 34-10 weeks
Build & Integrate
SHIP & HARDEN
Ship the MVP and integrations with rigorous QA, guardrails, and performance baked in. Design-forward experiences included.
Agile pod delivery & demos
CI/CD for app + models
Automated tests & security checks
Performance & accessibility
03
Build & Integrate
STEP 41-2 weeks
Launch, Measure, Improve
SUSTAIN & SCALE
Go live with confidence. Instrument metrics, run experiments, and iterate with a continuous improvement loop.
Production deployment & runbooks
Instrumentation & analytics
A/B tests & growth loops
Support, training, and handover
04
Launch, Measure, Improve
Case Studies
AI systems in production
Real projects. Real results. See how we've helped teams ship AI that actually works.
AI AGENTS
Research Copilot for Global Consulting
Agentic research assistant that drafts briefs, synthesizes sources, and cites every claim. Reduced research cycles from days to hours with auditable outputs that analysts actually trust.
Tech Stack
GPT-4oLangChainPineconeNext.js
Key Result
6.5x faster research turnaround
01 / 05
Careers
Build the future of AI with us
We're a small team shipping AI systems that work in production. If you want to build things that matter, not just demos, we should talk.
Senior AI Engineer
AI Engineering · Remote, India
Full-time
LLM Engineer
AI Engineering · Remote, India
Full-time
Prompt Engineer
AI & Product · Remote, India
Full-time
AI Product Designer
Design · Bangalore / Remote
Full-time
MLOps Engineer
Infrastructure · Remote, India
Full-time
Don't see your role? We're always looking for talented people.
View all openingsFrom the Blog
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Ready to Transform?
Ship intelligent products with a GenAI-first team
Bring us the challenge — copilots, agentic workflows, intelligent web or app builds. We’ll blueprint, ship, and scale with the safety and speed your teams need.
Have a use case or product in mind?
Tell us about the workflow, product, or KPI. We’ll respond within 2 hours with next steps and a clear path to a pilot.
Alternatively, you can reach us directly:
500+
Projects Delivered
98%
Client Satisfaction
24/7
Support Available
< 2hrs
Response Time