AI Field Engineer - Enterprise
$176k - $224kAmerican IT Systems
Fireworks AI
AI Field Engineer - Enterprise
Full-time
Remote
San Mateo, CA$176K - $224K (OTE: $220K - $280K)
Benefits
Performance-based variable compensation (20% of OTE, paid quarterly)
Meaningful equity in a fast-growing Series C startup ($4B valuation)
Comprehensive benefits package
Remote-friendly work environment (US-based)
Visa sponsorship (H-1B transfer, TN; O-1 case-by-case)
Sample profiles
About this role
We are looking for an AI Field Engineer (Enterprise) with 3+ years of experience to embed with Fireworks AI's most ambitious enterprise customers and turn complex GenAI challenges into production systems - fast. You'll be the technical tip of the spear, pairing deep hands-on engineering with the executive presence to earn trust across large organizations and drive deals from first discovery call to production deployment.
What will you be doing?
- Lead technical discovery calls, scope POCs, and run load tests and evaluations to validate the right model architecture and deployment configuration for each enterprise customer
- Build end-to-end POCs and production integrations hands-on-keyboard inside customer environments, navigating their infrastructure, security requirements, and organizational constraints
- Guide customers on model selection, fine-tuning strategy (SFT, DPO, RFT), and evaluation frameworks - moving them from open-model exploration to production at scale
- Manage multi-stakeholder enterprise relationships - identifying technical champions, navigating org politics, and aligning the right people to move deals forward quickly
- Feed recurring customer pain points and deployment patterns back into the product roadmap, acting as a direct feedback loop between the field and engineering
Key Requirements
- Deep hands-on experience with LLM inference and/or training - working knowledge of open-model frameworks (vLLM, SGLang, TensorRT-LLM) and fine-tuning workflows (SFT at minimum; DPO/RFT a strong plus); candidates with only closed-model/API-wrapper experience will not clear the bar
- Proven ability to ship production code inside a customer's environment - not just advisory work; you've built and deployed POCs/MVPs that ran in someone else's prod system
- Strong Python skills plus GPU/cloud infrastructure experience (AWS, Azure, or GCP) and comfort with Kubernetes
- Executive presence and enterprise navigation skills - able to run a technical deep-dive with an ML engineer and present architecture trade-offs to a VP in the same afternoon
- Pre-sales or customer-facing field engineering experience (FDE, Applied AI Engineer, Solutions Architect, or similar); pure software engineers without customer-facing exposure are not a fit
Seniority
3+ years of experience in client- facing AI/ML roles - solutions architects, forward- deployed engineers, customer success engineers, Applied AI Engineers, Sales Engineers, AI Infra/ML Engineers, and Software Engineers with client- facing exposure
Work experience
Shipped AI/ML production code in a customer's environment, with hands- on LLM inference and fine- tuning experience
Owned the pre- sales field cycle end- to- end: discovery, POC scoping, evals, and model selection
Experience at a AI- native/AI- infra startup or enterprise SaaS building AI features
Hard skills
LLM serving frameworks (vLLM, SGLang, TensorRT- LLM) - inference trade- offs, terminal- comfortable
GenAI infrastructure management - deploying and operating open- model inference
Hyperscaler experience in an AI capacity
Soft skills
Demonstrated executive presence in enterprise customer- facing roles
Navigated enterprise org politics end- to- end
Miscellaneous
Domestic travel to enterprise customers as needed
Traits to avoid
Closed- model API wrappers only - no open- model inference, serving frameworks, or fine- tuning exposure
Hardware/chip company background (e. g. , Intel, AMD) with no AI feature- building experience
Traditional enterprise, banking, insurance, or manufacturing background with no AI/ML product work
Advisory/consulting background with no shipped production code
Big Tech- only background - no startup or field engineering exposure
Short stints (~1yr or less) across recent roles with no clear progression
What to ask candidates
- What specifically about our company and this Solutions Architect role is exciting to you? (Probe: Did they do research? Is it the AI space, the stage, the technical challenge?)
- How do you partner with a sales representative to strategize for a large deal? Can you give an example of how you influenced the sales strategy? (Goes beyond partnership to influence).
- Are you able to work in San Mateo, CA or New York, NY and come into the office?
- Walk me through a time you built and shipped a POC or production integration directly inside a customer's environment - what was the stack and what did you own end-to-end?
- What's your hands-on experience with LLM inference frameworks like vLLM or SGLang and fine-tuning workflows like SFT or DPO?
- What is their salary expectation?
- How actively is this candidate exploring new opportunities?
Non-ideal companies
Here are a list of companies Fireworks AI would like you to avoid sourcing candidates from.
Traditional enterprise SaaS companies where AI is a bolt-on feature layer rather than the core product (candidates lack AI-native depth and open-model experience per hiring manager guidance)
Salesforce
ServiceNow
Workday Peakon Employee Voice
SAP
Oracle
HubSpot
Zendesk
Avoid Companies
Citi
Deloitte
PwC
Fireworks AI
Run AI faster, more efficiently, and on your own terms
About us
Fireworks is the fastest way to build, tune, and scale AI on open models. Ship production-ready AI in seconds on our globally distributed cloud infrastructure, optimized for your use case. Fireworks powers production workloads at companies like Uber, Doordash, Notion, and Cursor-delivering 15 faster speed, 4 lower latency, and 4 more concurrency than closed models.
Growth Chart
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Team size
Industry
AI, Software Development, Enterprise, B2B
Founded
2021
Website
Total funding
$1.5B
Office locations
San Mateo, CA +1
Company locations
San Mateo, CA +2
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