First Line Software

First Line Software is a Czech-based AI engineering company that designs, builds, and operates AI-native systems end to end. The firm positions itself around a specific problem: many teams ship AI pilots that fail to reach production, or deploy systems that are costly and unreliable at scale. First Line's approach is to validate business value early and engineer systems that remain safe, predictable, and maintainable as they grow.

The company operates under several engagement models, each with defined timelines and team compositions. AI-Native Legacy Recovery re-engineers black-box systems into documented, production-safe ownership without full rewrites. SaaS Exit Sprint (6–8 weeks, fixed scope) replaces recurring SaaS costs with owned IP and workflows. Managed AI Services run ongoing, KPI-driven operations embedded into core business workloads. Race Mode delivers intent-driven validation from idea to initial system in days. AI-Accelerated Engineering scales from prototype to enterprise-grade production, claiming ≈3x engineering velocity. Each engagement includes specific delivery teams—Principal Architects, AI Specialists, Product Architects, and Agent Taskforces working with Claude Code.

Services and capabilities

First Line positions AI-native engineering as its core offering, but the service list is broad. On the platform side, it works with Optimizely, Azure OpenAI, AWS, Google Cloud, Snowflake, and Databricks. It has published case studies across healthcare (AI image analysis for academic medical centers, disease registries, patient admissions optimization), real estate (portfolio performance reporting, property inspections, investment firm visibility), retail (AI-powered product discovery), and banking (legacy modernization).

Within Managed AI Services, First Line offers AI Search (secure, enterprise AI search across documents, systems, and APIs with access control and traceability), Prompt Management (versioned, validated prompts as infrastructure), and Evaluation & Observability (production monitoring of quality, reliability, and cost). The real estate practice specifically delivers AI Assessment & Strategy, Real Estate Data Architecture (unifying property, lease, financial, and IoT data), Intelligent Automation & Operations (underwriting, leasing, smart buildings, accounting), and Predictive & Tenant Intelligence.

For real estate clients, the company claims concrete outcomes: up to 90% faster lease processing and 50% lower admin effort, 3–5% NOI uplift through predictive operations and dynamic pricing, and 30% energy savings via AI-optimized building performance. Portfolio reporting cycles can be reduced by 60–70%, with reporting delivered in hours rather than weeks, and real-time KPI dashboards replacing quarterly fire drills.

First Line rebuilds the software development lifecycle so that AI agents work with engineers, not instead of them. The process includes human-led discovery (AI structures notes and generates acceptance criteria), collaborative solution design (architects validate; AI generates options and trade-offs), accelerated build (AI agents generate code, tests, refactors; engineers approve), continuous quality (AI maintains test scenarios; people validate edge cases), and governed DevOps (AI prepares infrastructure-as-code diffs; people enforce approvals).

Notable work

Published case studies include "No Spec, No Problem," where the firm turned a two-page brief into a production-ready AI system, and "AI-Powered Product Discovery for a B2B E-commerce Catalog" on the Optimizely platform. It has handled "Zero-Downtime DAM Migration to Optimizely CMP" for a digital experience client and "Optimizely Website Redesign for Modern Hospitality UX." In healthcare, the firm has completed "AI Image Analysis for a Leading Academic Medical Center" and "How GenAI Optimizes Patient Admissions to SNFs." For real estate, examples include "AI Visibility for a Leading Real-Estate Investment Firm" and "AI-Powered Property Inspections for Faster Real Estate Decisions." A banking case study covers "AI Accelerated Engineering for Legacy Modernization."

Client testimonials mention a Fortune 100 company, an eLearning startup, a specialty digital design agency, InterSystems (a healthcare software vendor), a global marketing company, and real estate firms. Tony McGibbon is listed as Head of Real Estate Practice, with extensive leadership experience in sales and advisory roles.

How they work

First Line bundles engagement into named product offerings with fixed or ongoing scope. The SaaS Exit Sprint model is fixed at 6–8 weeks. Managed AI Services (MAIS) runs continuously with assessment, rapid prototyping to production (weeks), integration & governance, managed operations with SLAs, and continuous improvement cycles. The delivery teams vary by engagement: Principal Architect + AI Specialist + Agent Taskforce for Legacy Recovery; AI Engineers + Product Architect for SaaS Exit; Principal Engineer + Agent Taskforce for Managed AI. Team size and pricing details are not disclosed on the website.

Team and credentials

The leadership team includes Nick Puntikov (Chairman & CEO, Cambridge, MA), Coy Cardwell (AI Principal Engineer, Boston, MA), Pavel Khodalev (CTO, San Francisco, CA), and Tony McGibbon (Head of Real Estate Practice, Minneapolis, MN). First Line is a partner of Anthropic and positions itself as working with leading AI and data platforms including AWS, Azure, Google Cloud, OpenAI, Azure OpenAI, Databricks, Snowflake, Intersystems, Kentico, LangChain, MLflow, Optimizely, Pinecone, and Sitefinity. The company cites a 100% client retention rate on its homepage, though this metric is not independently verified. Team size is not explicitly stated in the source material.