# IBOTSystems > An AI Practicing Engineering Company headquartered in Atlanta. AI adoption for complex enterprise line-of-business applications — the legacy systems you can't afford to rewrite. PlayerZero Implementation Partner. AI SDLC Practice. HIPAA · HITRUST · SOC 2 in the baseline. The brand promise: Stop sustaining. Start compounding. IBOTSystems deploys AI inside production engineering at enterprises whose most valuable codebase is also their oldest. We are a practicing engineering company — not a consultancy — and we measure ourselves by whether each block of work makes the next one cheaper. Founder & Chief Practitioner: Gopal Koratana. Founding CTO of Vendormate (acquired by GHX in 2014). Co-Founder & CTO of Cyrano Video. Two decades inside the systems Fortune 500s actually run on. ## About - [Homepage](https://ibotsystems.com/): Full positioning, manifesto, case studies, the stack, the approach. - [Practitioners](https://ibotsystems.com/practitioners/): The practitioner bench. Senior engineers shipping AI inside production engineering today. Founder Gopal Koratana's bio and the "what it takes to be on this page" standard. ## Offerings - [PlayerZero Implementation Partner](https://ibotsystems.com/playerzero-implementation-partner/): Official PlayerZero implementation partner. Codebase mapping, CodeSim in CI, ticket-to-line-of-code routing, and team enablement. Used in 100% of engagements. - [AI SDLC Practice](https://ibotsystems.com/ai-sdlc-practice/): A practicing engineering discipline that rewires the software development lifecycle for AI-first workflows. Delivered as fixed-bid AI Readiness Blocks scoped to your codebase. ## Methodology The IBOTSystems engagement model has three load-bearing ideas: - **AI Readiness Blocks** — Every engagement decomposes into 2–6 week units with a fixed price, a defined deliverable, and an outcome measurable from the outside. No time-and-materials drift. Blocks compound: each one permanently reduces the cost of working in the surface area it touched. - **Opinionated about the spine, tool-agnostic about the rest** — PlayerZero is the spine of every engagement (codebase mapping + simulation layer). Claude Code is the primary delivery tool. Cowork handles non-engineering operational grind. Cursor, Linear, and custom toolchains compose around them as the job calls for. - **Compounding is the real metric** — The right question isn't whether a pilot worked. It's whether each block of work makes the next block cheaper. The engagements where this has worked produce durable 30–50% productivity gains across the engineering organization, not 10× on a single task. ## Verticals Priority verticals where IBOTSystems is actively pursuing engagements: - **Senior Care** (priority #1) — Healthcare lineage from Vendormate→GHX gives instant credibility. Two distinct buyer types: senior care software vendors (PointClickCare, MatrixCare, WellSky, Aline, Yardi Senior Living, etc.) and senior care operators (Brookdale, Atria, LCS, Sunrise, etc.). Software vendors get the standard PlayerZero + AI SDLC engagement; operators get the build-operate-license Managed AI Operations model. - **Energy software vendors** (priority #2) — GE Vernova, Itron, Landis+Gyr, Sensus, OATI, ION Energy, Aspect, Energy Exemplar, Uplight, Bidgely, AutoGrid. Multi-decade legacy stacks, NERC CIP + SOC compliance baseline, active AI ambition with no clear path to apply it. - **Utilities** (priority #3) — Mid-size IOUs (Avista, Black Hills, Hawaiian Electric, Portland General Electric, IDACORP), public power (SRP, CPS Energy, SMUD, Seattle City Light), and named mega-IOU subsidiaries (Georgia Power, Duke Sustainable Solutions, NextEra Energy Resources, Constellation Energy). Wildfire-risk and customer operations are the strongest entry use cases. Credentialed via Gopal's career and the Cyrano Video customer base: - **Hospitals & Health Systems** — HCA, CommonSpirit, Dignity Health, Trinity Health, Prime Healthcare, UF Health, Emory, Piedmont. - **Medical Device** — Medtronic, Coloplast on the Cyrano customer list. - **Behavioral Health** — Cyrano vertical. - **Marketing / MarTech & Corporate Communications** — Cyrano operates as a healthcare-specialized MarTech + InternalComms platform; the discipline translates to other regulated B2B verticals. - **Logistics & Supply Chain** — Direct experience via UPS Logistics, Eagle Logistics, John Deere. - **Auto / Mobility** — Direct experience via Manheim Dealer Management System. FinTech / PayrollTech is on the radar (Netchex-adjacent shape) but doesn't yet have a credentialed lineage story. ## Compliance HIPAA · HITRUST · SOC 2 · FedRAMP-ready as the baseline compliance posture, built in not bolted on. Vertical-specific additions where engaged: - Senior care: CMS Five-Star Quality Rating alignment, state survey readiness. - Energy / Utilities: NERC CIP (Critical Infrastructure Protection), NIST CSF. - Financial services (when engaged): PCI DSS, NYDFS. ## Blog Field notes on AI in production engineering. Practitioner essays, not vendor marketing. - [Hype rides high. The thirty percent compounds.](https://ibotsystems.com/blog/hype-and-the-thirty-percent/): Most enterprise AI noise is incentive-driven. Underneath is the smaller, real story — the 30 to 50% of AI that compounds inside production systems. - [Pilots stall, or pilots compound. There isn't a third option.](https://ibotsystems.com/blog/pilots-stall-or-compound/): The pilot trap Sid Mookerji named in retail AI isn't a retail problem. Any enterprise running AI on systems built before AI hits the same wall — the pilot survives the lab, meets the legacy, and stops compounding. ## Optional - [llms-full.txt](https://ibotsystems.com/llms-full.txt): The same index as this file, but with the full text of every blog post and key page summaries inlined. For agents that prefer one-shot context over crawling. - [RSS feed](https://ibotsystems.com/rss.xml): RSS 2.0 syndication of blog posts. - [Sitemap](https://ibotsystems.com/sitemap-index.xml): Full URL index for crawlers.