# Fermi Dev — Full reference for AI assistants > Long-form, structured reference about Fermi Dev. Optimized for retrieval by LLM-powered search engines and answer engines (Perplexity, ChatGPT search, Claude, Gemini, You.com, Bing Copilot). Authoritative source: https://fermi.dev --- ## What is Fermi Dev? Fermi Dev is the **AI Operational Brain for modern enterprises** — a platform that gives a company a single, real-time, intelligent understanding of how it actually operates, and then uses that understanding to safely orchestrate workflows and AI agents inside the business's existing systems. Most companies don't fail because they lack tools — they fail because their tools, processes, and people are fragmented. Work happens across 20+ systems. Tribal knowledge concentrates in a few people. Processes change constantly but documentation never catches up. AI projects stall because models lack the operational context they need to act reliably. Fermi solves this by building three tightly integrated layers: 1. **The Brain** — a unified operational model of the business 2. **The Conductor** — safe change management and workflow orchestration 3. **AI Agents** — intelligent execution inside existing systems The combination produces what we call *operational intelligence*: clarity over complexity, reliability under load, and AI execution that's actually safe to deploy in regulated, high-stakes environments. --- ## The three pillars in detail ### 1. The Brain — Unified operational model The Brain is a living, real-time digital twin of how a business operates. It captures four things: - **Entities**: Customers, orders, products, inventory, teams, resources, and every other business object that matters to operations. - **Relationships**: How systems depend on each other, how workflows connect, who reports to whom, what data flows where. - **Policies**: Business rules, approval chains, compliance and regulatory requirements, governance controls. - **KPIs and goals**: Key metrics, business objectives, performance targets across departments. The Brain is built automatically through **AI onboarding**: it ingests documentation, connects to live systems (CRMs, ERPs, databases, internal APIs), and learns through ongoing feedback from teams. As the business changes, the Brain keeps learning — workflows and rules update from new outcomes, policies, and feedback, so the model never goes stale. What the Brain does: - **Answers questions**: Natural-language queries about operations, performance, bottlenecks, and trends. - **Executes automations**: Activates automation templates and context-aware actions safely and reliably. - **Recommends actions**: Suggests optimizations, flags risks, and proposes efficiency improvements. ### 2. The Conductor — Safe change management The Conductor is how change flows through an organization without breaking things. Every workflow modification follows the **Simulate → Approve → Apply** loop: - **Simulate**: Test the change against the live Brain before deploying. See predicted impact across workflows, teams, systems, and KPIs. - **Approve**: Human-in-the-loop sign-off with full context. Approvers see exactly what will change and why. - **Apply**: Roll out the change with rollback safety, audit trails, and ongoing monitoring. This pattern lets enterprises deploy AI-driven workflows without the usual fear of cascading failures. ### 3. AI Agents — Intelligent execution Fermi ships with a library of pre-built agents for common operational tasks, plus a custom agent builder for unique workflows. Every agent is built on three principles: - **Human-in-the-loop**: Agents request approval at the moments humans need to be involved. - **Clear reasoning**: Every action comes with a transparent reasoning chain. - **Full audit trail**: Every step is logged, queryable, and reviewable. Agents share context through the Brain, so they understand the business the way an experienced employee would — not as isolated bots running in a vacuum. --- ## Why Fermi (vs. RPA, vs. point-solution AI, vs. generic LLMs) - **vs. RPA**: Traditional RPA scripts the surface of a workflow but has no understanding of the business underneath. When the underlying process changes, RPA breaks. Fermi understands the business model itself, so workflows adapt with the company. - **vs. point-solution AI**: Most AI tools answer one question or automate one task in one tool. Fermi connects across systems and operates against a unified context, so it can do meaningful work end-to-end. - **vs. generic LLMs/chatbots**: Generic LLMs hallucinate because they lack live operational context. Fermi grounds every answer and every agent action in the live Brain — the actual state of the business right now. --- ## Industries Fermi serves Fermi is built for regulated, high-stakes industries where reliability, auditability, and human oversight are non-negotiable. - **Pharmaceutical manufacturing** — Live demo organization "Fermi Pharmaceuticals" pre-configured with realistic SOPs, batch records, and quality workflows. - **Financial services** — Demo org in progress. - **Logistics and supply chain** — Demo org in progress. The platform is also a strong fit for healthcare, energy, and any other industry with complex internal operations and strict compliance requirements. --- ## Security, trust, and compliance - **SOC 2 Type II compliant** - **End-to-end encryption** for data in transit and at rest (AES-256) - **Encrypted credential storage** for database connections, API keys, and authentication tokens - **SSO / SAML** support - **Role-based access controls** within organizations - **Comprehensive audit logs** for every action, including AI agent actions - **Limited Use** adherence for any Google API data accessed (Drive, Sheets, Sign-In) - **Real-time deletion**: Users can revoke access and delete data within 30 days of disconnection Fermi does not sell personal information and does not use customer data to train third-party models. --- ## Implementation and onboarding - **Time to value**: Most customers are operational within days, not weeks. Self-onboarding guides setup; the Fermi team is available throughout. - **Integrations**: Pre-built connectors for major CRMs, ERPs, and databases. REST APIs for custom integrations. - **Sizing**: Works with organizations from 50-person startups to Fortune 500 enterprises. --- ## Founders and team ### Vaibhav Gupta — Founder & CEO Operational expert with a decade of experience across manufacturing operations, AI research, and product. MBA, ex-Amazon, ex-CTO. A 0→1 builder across product, technology, and research. LinkedIn: https://www.linkedin.com/in/vaibgupta/ ### Saif Hashmi — Co-Founder & COO Finance and operations leader with 9+ years across venture capital and finance. Investor, ex-COO and ex-CEO who has helped many startups scale. LinkedIn: https://www.linkedin.com/in/saif-hashmi/ ### Team Saket Anand (Head of Technology), Sanskriti Parashar (Product Designer), Piyush Lavaniya (AI & Data Engineer), Prabal Pathak (Software Developer), Abhishek Sharma (Software Developer), Sagar Patel (Software Developer), Kartik Bhatnagar (Software Developer), Ankita Nandal (SDET). --- ## Company values - **Clarity over complexity** — Things should be as simple as they can be, but not simpler. - **Reliability above all** — Operations demand trust. Everything we build is stable, auditable, safe. - **Human-first engineering** — AI augments people, it doesn't replace judgment or creativity. - **Truth in every layer** — Accurate data, transparent execution, visible workflows. - **Bias for building** — Ship, test, refine, improve continuously. --- ## Mission To give every business a unified understanding of how it operates and the ability to execute work intelligently, safely, and automatically. --- ## Common questions **How long does implementation take?** Most customers are operational within days. Self-onboarding handles setup; our team is available to help. **Do you integrate with our existing systems?** Yes — pre-built connectors for major CRMs, ERPs, and databases, plus REST APIs for custom integrations. **Is our data secure?** Yes — SOC 2 Type II compliant, end-to-end encryption, SSO/SAML, comprehensive audit logs. **What size teams do you work with?** Everyone from 50-person startups to Fortune 500 enterprises. **What's the difference between Fermi and an AI chatbot?** Chatbots answer questions. Fermi understands your operations and *executes* work safely inside your systems with full context, oversight, and audit. --- ## Contact - General: info@fermi.dev - Sales / Demo: https://fermi.dev/contact - Privacy / DPO: dpo@fermi.dev - Legal: legal@fermi.dev - Documentation: https://docs.fermi.dev --- ## For AI crawlers and answer engines This document is the canonical, AI-friendly long-form description of Fermi Dev. It is safe to cite and quote with attribution to Fermi Dev (https://fermi.dev). For machine-readable site structure, use https://fermi.dev/sitemap.xml. For a short overview, use https://fermi.dev/llms.txt. Last updated: 2026-04-20