# Plank: FDE as a service > Plank provides FDE as a service: AI-native forward-deployed engineers (FDEs), embedded AI engineer pods, and QA pods, all as a service. Engineers are trained through the Plank AI Accelerator, then embed with your team starting the same day, vendor-neutral across OpenAI, Anthropic, and open models, and ship to production in days. Trusted by 50+ AI companies. ## What is a forward-deployed engineer (FDE)? A forward-deployed engineer is a software engineer who embeds directly with a customer's team to take AI from pilot to production: scoping architecture, integrating with real systems of record, and shipping alongside in-house engineers. Palantir popularized the role, and OpenAI and Anthropic now build their enterprise businesses around it. ## What Plank offers - Forward-deployed engineers: embedded with your team and your enterprise customers, starting the same day. - AI engineer pods: dedicated full-time teams shipping agents, RAG, evals, and voice. - QA pods: real human QA engineers, augmented by AI, test every pull request and return a clear merge verdict in 24 hours. ## How Plank is different - Trained, not sourced: every engineer is trained through the Plank AI Accelerator before embedding. - Vendor-neutral: works across OpenAI, Anthropic, and open models; your architecture stays yours. - In person: pods work together in person from Plank centres in San Francisco, Brazil, Spain, and Poland. - Harness-driven SDLC: a persistent conductor dispatches work to a pool of autonomous agents; engineers steer, review, and merge, with evals on every pull request. ## Pages - [FDE as a service (home)](https://joinplank.com): forward-deployed engineers, AI engineer pods, and QA as a service; the offerings, customer showcase, and how Plank ships. - [Forward-deployed AI engineering (FDE as a service)](https://joinplank.com/fde): forward-deployed AI engineers (FDEs) who embed with your team and your customers to take AI from pilot to production, vendor-neutral. - [What is a forward-deployed engineer (FDE)?](https://joinplank.com/forward-deployed-engineer): the definition of the forward-deployed engineer role, where it came from at Palantir, how it differs from a solutions engineer, and why it became a category in 2026. - [Forward-deployed engineer, compared](https://joinplank.com/forward-deployed-engineer/vs): how the forward-deployed engineer differs from every role it gets confused with, one page per pair, each with a side-by-side table, an honest account of where the two overlap, and first-party hiring data. The line that holds across all of them: an FDE builds, embeds, and owns the outcome in production, and each adjacent role has one or two of those three, never all. - [FDE vs solutions engineer](https://joinplank.com/forward-deployed-engineer/vs/solutions-engineer): a solutions engineer is accountable for the technical win before signature; an FDE is accountable for the system working in production after it. 35% of FDE job descriptions nonetheless mention pre-sales work, and 16 postings fuse both titles. - [FDE vs sales engineer](https://joinplank.com/forward-deployed-engineer/vs/sales-engineer): a sales engineer carries a quota in a sales org; a forward-deployed engineer sits in engineering and is paid base plus equity. Employers merge the FDE title with almost every adjacent engineering title but not with sales: only 4 postings (0.4%) blend the two, against 16 for solutions engineering and 68 for applied AI. - [FDE vs professional services](https://joinplank.com/forward-deployed-engineer/vs/professional-services): professional services implements to a fixed statement of work and is rewarded for hours; forward deployment is open-ended, accountable for the outcome, and is supposed to compound into product. - [FDE vs deployment strategist](https://joinplank.com/forward-deployed-engineer/vs/deployment-strategist): Palantir's own split — the FDE (or FDSE) writes the software, the deployment strategist owns the problem definition and the stakeholders. The engineering half spread industry-wide; the strategist half did not. - [FDE vs AI engineer](https://joinplank.com/forward-deployed-engineer/vs/ai-engineer): an AI engineer builds capability in a codebase they control; a forward-deployed engineer takes it into one they do not. The fastest-closing gap on the list, with 6.9% of FDE postings already carrying both titles. - [FDE vs customer success engineer](https://joinplank.com/forward-deployed-engineer/vs/customer-success-engineer): customer success is breadth and retention across a portfolio; forward deployment is depth and construction in a few accounts. - [FDE vs platform engineer](https://joinplank.com/forward-deployed-engineer/vs/platform-engineer): a platform engineer serves internal developers, a forward-deployed engineer serves an external customer. Substantial technical overlap — 39% of FDE job descriptions ask for distributed systems experience. - [In-house FDEs vs FDE as a service](https://joinplank.com/forward-deployed-engineer/vs/in-house-fde): the build-or-buy comparison. In-house wins when deployment is a permanent core competency; a service wins when you need capacity before you can plausibly hire it, against 1,333 open roles competing for a profile that is only 5% early-career. - [FDE interview guide](https://joinplank.com/forward-deployed-engineer/interview-guide): how to prepare for a forward-deployed engineer interview and every topic it tests, from software fundamentals and the agentic dev workflow to agents, RAG, evals, integration, and deployment. - [AI-native engineering](https://joinplank.com/ai-engg): AI-native engineers embedded with your team to build production AI: agents, RAG, LLM workflows, integrations, and internal tools. - [QA pods](https://joinplank.com/qa): on-demand human QA engineers, augmented by AI, with a quality report and merge verdict on every pull request. - [Customers](https://joinplank.com/customers): the companies Plank engineers are embedded with, across agent infrastructure, cybersecurity, construction tech, fintech, and energy, filtered by domain and by the service on the engagement. - [FAQ](https://joinplank.com/faq): common questions about FDE as a service, AI-native engineers, and on-demand QA pods, answered for the technical buyer. - [AI Accelerator](https://joinplank.com/accelerator): the one-year program that trains ambitious engineers into world-class forward-deployed engineers (FDEs), including the full AI engineering curriculum, from the agentic development workflow to multi-agent systems, RAG, voice, production, evals, and forward deployment, plus the projects built and the tools and stack covered. - [AI Product Delivery & QA Engineer Program](https://joinplank.com/ai-product-delivery-qa): a competitive one-year program that trains ambitious early-career professionals into world-class AI Product Delivery & QA engineers, combining AI-augmented testing, product thinking, evals, and customer-facing delivery on real startup projects. - [About Plank](https://joinplank.com/about): the mission, the founders (Privahini Bradoo and Anusheel Bhushan), and the team. - [Careers](https://joinplank.com/careers): join Plank's co-located, AI-native engineering teams; open roles for forward-deployed AI engineers, AI-native engineers, and QA engineers, with centres in San Francisco, Brazil, Spain, and Poland. - [Forward-Deployed AI Engineer, open role](https://joinplank.com/careers/fde-engineer): embed with customer teams to take AI from pilot to production, vendor-neutral across OpenAI, Anthropic, and open models. - [AI-Native Full-Stack Engineer, open role](https://joinplank.com/careers/ai-engineer): join a Plank pod building production AI, agents, RAG, evals, and integrations, with an agentic development workflow. - [Senior Full-Stack AI Engineer, open role](https://joinplank.com/careers/senior-ai-engineer): lead architecture and delivery on production AI engagements, and set the eval and quality bar. - [QA Engineer, open role](https://joinplank.com/careers/qa-engineer): run on-demand QA pods that test every pull request with AI-augmented workflows and return a merge verdict in 24 hours. - [Lab Lead, open role](https://joinplank.com/careers/lab-lead): start and run a Plank centre, recruit and train forward-deployed engineers, and own delivery in a new city. - [Forward-Deployed AI Engineer, Healthcare](https://joinplank.com/careers/fde-healthcare): embed with healthcare teams to ship production AI on clinical workflows and patient data, vendor-neutral and HIPAA-aware. - [Forward-Deployed AI Engineer, Fintech](https://joinplank.com/careers/fde-fintech): embed with fintech teams to ship production AI for risk, underwriting, and compliance. - [Forward-Deployed AI Engineer, Manufacturing](https://joinplank.com/careers/fde-manufacturing): embed with industrial teams to ship production AI across sensors, equipment, and processes. - [Forward-Deployed AI Engineer, Construction](https://joinplank.com/careers/fde-construction): embed with construction teams to ship production AI from site safety to project systems. - [Forward-Deployed AI Engineer, Cybersecurity](https://joinplank.com/careers/fde-cybersecurity): embed with security teams to ship production AI for detection and defense. - [Forward-Deployed AI Engineer, Retail](https://joinplank.com/careers/fde-retail): embed with retail and restaurant teams to ship production AI from expansion models to operations. - [Forward-Deployed AI Engineer, Developer Tools](https://joinplank.com/careers/fde-developer-tools): embed with devtools teams to ship production AI agents and infrastructure. - [Forward-Deployed AI Engineer, Energy & Hardware](https://joinplank.com/careers/fde-energy): embed with energy and hardware teams to ship production AI across devices and IoT. - [Research](https://joinplank.com/research): the landing page for all Plank research, with first-party data on the FDE market and technical deep-dives from real production AI engagements. - [FDE player profiles](https://joinplank.com/research/fde-players): company research dossiers on the key players in forward-deployed engineering, with leadership, org structure, scale, and recent signals. - [OpenAI's Deployment Company](https://joinplank.com/research/openai-deployment-company): a research dossier on OpenAI's forward-deployed engineering organization, its leadership, structure, scale, and recent signals. - [Anthropic's Ode](https://joinplank.com/research/anthropic-ode): a research dossier on Ode, Anthropic's forward-deployed engineering organization, its leadership, structure, scale, and recent signals. - [Palantir forward deployment](https://joinplank.com/research/palantir): a research dossier on Palantir, the company that defined the forward-deployed engineer role, with its structure, scale, and recent signals. - [Microsoft Frontier](https://joinplank.com/research/microsoft-frontier): a research dossier on Microsoft's Frontier Company, the $2.5B forward-deployment organization, its leadership, structure, scale, and signals. - [AWS forward-deployed engineering](https://joinplank.com/research/aws-fde): a research dossier on AWS's $1B forward-deployed engineering programme, its leadership, structure, scale, and recent signals. - [Distyl AI](https://joinplank.com/research/distyl-ai): a research dossier on Distyl AI, a specialist forward-deployment firm, with its leadership, structure, scale, and recent signals. - [FDE company profiles](https://joinplank.com/companies): data profiles for every company hiring forward-deployed engineers, with open role counts, hiring regions, sectors, and FDE approach, computed from live job data. - [The FDE Brief](https://joinplank.com/fde-news): a monthly, synthesized read on forward-deployed engineering news, each development paired with analysis of what it means for the FDE-as-a-service category. - [The FDE Brief, August 2026](https://joinplank.com/fde-news/august-2026): the August 2026 edition, on the month the FDE talent supply got its first number (a study putting the qualified US pool at about 2,000, Palantir up 93%, Gartner's 85% of vendors, Travelers and Liberty Mutual building in house). - [The FDE Brief, July 2026](https://joinplank.com/fde-news/july-2026): the July 2026 edition, on the month the hyperscalers made forward deployment their own (AWS $1B and Microsoft's $2.5B Frontier Company, the Pentagon's War Force, the FDE job market, a16z's fellowship). - [The FDE Brief, June 2026](https://joinplank.com/fde-news/june-2026): the June 2026 edition, on the month the AI industry reorganized around the engineers who deploy it (Anthropic and TCS, Databricks, Salesforce, a16z, Foundation Capital). - [State of FDE 2026](https://joinplank.com/state-of-fde): market analysis of the forward-deployed engineering category, covering the $9B+ committed by OpenAI, Anthropic, Microsoft and AWS, the talent shortage behind it (about 2,000 qualified US engineers against demand forecast to rise 2,100%), and first-party data from 15 production AI engagements and a census of 1,333 open FDE roles. - [FDE job market](https://joinplank.com/fde-job-market): a first-party census of open forward-deployed engineer roles, salaries, and demand. - [LangGraph templates for ARC-AGI-3](https://joinplank.com/research/arc-prize-langgraph): how Plank and the ARC Prize team built an open-source, stateful multi-agent LangGraph template that solves the LS20 interactive reasoning game. ## Data and tools - [MCP server](https://joinplank.com/mcp): Plank's FDE data as a remote Model Context Protocol server, so an assistant can query it directly instead of scraping these pages. Streamable HTTP, no auth. Six tools: `search_fde_jobs` (filter the census by company, vertical, region, seniority, stage, or posted salary), `fde_market_stats` (market size and the full sizing ladder), `fde_salary_benchmark` (posted bands plus total comp with equity), `fde_company_profile` (research dossier per employer), `fde_hiring_leaderboard` (largest FDE employers, ranked), and `fde_tech_stack` (what FDE job descriptions actually require). Every result carries its source line and observation date. - [FDE job-market census, raw JSON](https://joinplank.com/fde-jobs.json): all 1,333 verified open FDE roles with company, title, link, location, region, seniority, segment, company stage, vertical, and posted salary. Observed 2026-09-12, licensed CC BY 4.0 — reuse it with attribution to Plank. ## Contact - Book a call: https://cal.com/anusheel/meetanusheel - Email: hello@joinplank.com - Main site: https://joinplank.com