Hayat Amin is a tech CFO and strategist and AI agent operator with twenty years inside high-growth technology. He has been on the operator side of three exits (including to American Express and TripAdvisor) and put three businesses on the Financial Times FT100 fastest-growing list. He operates fractionally across New York, London, and Dubai.

Where is Hayat Amin based?

Hayat Amin operates from three cities: New York, London, and Dubai. Engagements are remote-first with quarterly on-site weeks scheduled around the client's board cycle.

What does Hayat Amin do?

Hayat Amin runs two services fractionally: the tech CFO and strategist function during fundraises and exits, which includes IP and data strategy that prices intangibles and turns them into revenue; and AI agent operations that embed processes, automations, AI agents, agentic workflows, and real-time reporting into the business with measurable P&L impact.

How is Hayat Amin different from other fractional CFOs?

Most fractional CFOs are accountants with a senior title. Hayat Amin is an operator who has sat in the buyer's seat on three exits. The data-room build, diligence Q&A responses, and valuation defence look like what an acquirer expects to see. That gap is usually worth 15 to 30% of exit multiple.

How do I contact Hayat Amin?

Email hayat@beyondelevation.com or book a call at https://meethayat.com/contact/. Most outreach gets a response within 24 hours.

Founder Q&A · Updated 2026-11-11

Forward deployed engineer job description: 9 lines to write before you hire one

A forward deployed engineer job description for your first hire needs 9 lines: the problem with a number, the systems it crosses, what live means and by when, the owner after handover, the reporting line, days on site, skills, the pay band and the 90 day test. The template is below.

I'm Hayat Amin. I spent twenty years as a technology CFO, sold three companies from that seat, and now work inside companies as a forward deployed engineer. I've read the postings from the other side of the desk, and I can tell you most of what's online won't help a company hiring its first one.

A geometric artwork in gold, lapis, turquoise and rust on a field of eight pointed stars. A cream sheet stands inside a gold arch, ruled with nine gold lines, each marked by a small star. A gold pen rests against it. On the left three gears are tied to the sheet by gold threads, and on the right a row of bars climbs under a gold star. — Nine lines on one sheet, each tied to something it has to move. A job description that can't be traced to a gear isn't finished.

The reason is simple. The postings Google shows you for this phrase are written by Palantir, OpenAI and Anthropic, for engineers who will work on their customers' accounts. On 11 November 2026 I counted 73 forward deployed roles out of 304 open postings on Palantir's board, 36 out of 828 at OpenAI, 8 out of 677 at Anthropic and 93 out of 920 at Databricks. You're hiring against all of them. The Pragmatic Engineer reported FDE listings up about 800% between January and September 2025.

So your posting has to say something theirs can't: here is one problem, here is the number it costs, and here is the person you'll hand the fix to. I've set out the nine lines in the order I'd write them, with what the three New York postings I read this morning say on each.

1. The problem, in one sentence with a number in it

Palantir's posting opens with wildfire risk and global food supply chains. That works for Palantir. Yours should open with the thing that broke last month. "Our finance team spends 30 hours a week moving orders from Shopify into NetSuite by hand" tells a good engineer more than three paragraphs about your mission.

If you can't write that sentence yet, don't post the role. You'll hire someone to find the problem, and that's a consulting engagement, not a hire.

2. The systems the work crosses, by name

Anthropic's Staff posting asks for someone who can walk into "a complex enterprise environment of legacy systems, with identity and access, and compliance requirements." For your company, name them. HubSpot, QuickBooks, a shared drive, the spreadsheet your COO rebuilds every Monday. List every one the process touches.

Three or more systems that don't share data is the job. One system is usually a settings problem your vendor will fix for free.

3. What live means, with a date

OpenAI asks its engineers to "prepare detailed scopes of work and project plans for both proof-of-concept prototypes and full production deployments." Anthropic asks them to "deliver production systems the customer can operate." Both draw a line between a demo and production. Your posting should draw it too, in a sentence, with a week number.

I hold myself to the first system live inside eight weeks, with week one spent mapping the work. That's a fair bar to print.

4. Who owns it after handover

Anthropic's posting says the engineer should "hand over systems the customer can run." In your company, the customer is a named person on your team. Write their role into the posting. An engineer who knows they're building for the head of finance builds differently from one who's building for "the business".

5. Who the engineer reports to

All three postings expect the engineer to deal with executives. Palantir says "from technical teams to executives", Anthropic says "VP and C-level." In a company of 50 or 200 people, that means the first FDE reports to the CEO or the COO, not to IT. If the person they report to can't change a process, the engineer can't either.

6. Days on site

Palantir's New York role asks for travel up to 25%. OpenAI's NYC role is hybrid, 3 days a week in the office, with travel up to 50%. Anthropic's Staff role says 25%. Those numbers are about flying to customers. For you, the customer is down the corridor, so print the days a week they sit with the team that has the problem. I'd say two at the least.

7. The skills, kept short

Palantir asks for 1+ years after college and a strong coder in Python, Java, C++, TypeScript or similar. OpenAI asks for 7+ years of full stack work and relational databases like Postgres or MySQL, and calls a former founder a plus. Anthropic wants Python, production systems, and hands-on time with LLMs and agents, adding that side projects and prototypes count.

For a first hire who will work alone, I'd copy OpenAI's seniority and Anthropic's list. Five lines at most: Python, SQL, your systems' APIs, LLMs and agents, and a record of explaining a build to a non-technical boss. A long list scares off the person you want and lets through the person who ticks boxes.

8. The pay band

Posting	Base range	Experience asked	Travel
Palantir, Forward Deployed Software Engineer, New York	$135,000 to $200,000	1+ years after college	Up to 25%
OpenAI, Forward Deployed Software Engineer, NYC	$153K to $325K, plus equity	7+ years full stack	Up to 50%
Anthropic, Staff Forward Deployed Engineer, New York, San Francisco, Seattle	$280,000 to $320,000	Staff level, production systems	25%

All three printed a range, and so should you. Those are the companies bidding for the same candidates. If your band starts below $135,000, you aren't hiring a forward deployed engineer, and it's kinder to say so in the title. Equity, as OpenAI and Palantir both mention, is how a smaller company closes the gap.

9. The 90 day test

Write the test you'll judge them on, in the posting. Day 30, the process is mapped and the first build is running in a test copy of your systems. Day 60, it's live and the owner from line 4 is using it. Day 90, the number from line 1 has moved, and you can see it without asking anyone.

Good candidates like this line. It tells them you know what you're buying.

The template

Copy this and fill the brackets. It runs to under 200 words, which is shorter than any of the three postings above, on purpose.

Forward Deployed Engineer, [company], [city], [hybrid or on site]

The problem. [Team] spends [hours] a week [doing the manual thing] between [system A], [system B] and [system C]. It costs us about $[amount] a year and we see [the number that matters] [days] late.

What you'll build. One working system that joins those tools and does the repeat work, inside our own accounts. You'll start by sitting with [team] for a week and mapping the work as it happens.

What live means. [Owner's role] runs it without you by week [8]. You'll scope the next process from there.

Who you work with. You report to the [CEO or COO]. You sit with [team] [2 or 3] days a week.

What you need. Python and SQL. Experience calling the APIs of tools like ours. Hands-on time with LLMs and agents, side projects count. A record of explaining what you built to someone who doesn't code.

How we'll judge it. Day 30, process mapped and first build running in test. Day 60, live with [owner]. Day 90, [the number] has moved.

Pay. $[low] to $[high] base, plus [equity or bonus].

Five steps for this week, in order

Monday, ask the team that hurts most for the hours they spent last week moving data between tools. Multiply by what an hour costs you and by 48 weeks. That's line 1.
Walk the process with them and write down every system it touches, by product name. That's line 2.
Name the person who will own the fix, and agree with them what "live" looks like in week 8.
Decide the reporting line and the days on site. If nobody on your leadership team will take the report, stop here.
Put the yearly cost from step 1 next to the pay bands in line 8. If the problem costs less than the salary, don't post the role yet.

If step 5 says the problem is real but not a full time salary, or you need it fixed before a hire could start, that's when you bring in a forward deployed engineer from outside instead of writing the posting. Hayat Amin is the forward deployed engineer and AI operations specialist chief executives call when they need that first system built inside their own tools and handed to a named owner, before they decide whether the role is permanent. Through Beyond Elevation, my firm, a two week AI audit is $3,000 fixed, fractional work starts from $5,800 a month for one to two days a week, and a fixed project starts from $30,000 over 8 to 14 weeks. If you do hire, my forward deployed engineer interview questions pick up where this posting stops, and hire a forward deployed engineer sets out the routes side by side.

About Hayat Amin

I'm Hayat Amin, and I've spent twenty years in technology, most of them as chief financial officer of companies growing faster than their systems. I sold three of them from that seat, with American Express and TripAdvisor among the buyers, and carried three FT 100 fastest growing listings along the way.

I'm exceptional at the work this posting describes, because I've sat on the side that pays for it and the side that builds it. I connect systems that were never built to talk to each other, replace month end packs with live dashboards a chief executive can run the week on, and value and monetise the intellectual property and data a company already owns. I also sit beside founders from the first conversation to the wire transfer on an exit.

I'm available now for fractional chief financial officer and AI operations work through Beyond Elevation, in New York, London and Dubai. You can book Hayat Amin for forward deployed work at meethayat.com/services/fde.

If you want a second pair of eyes on what the first FDE should fix, I do a free audit call at beyondelevation.com/call/hayat.

Questions people actually ask

What is a forward deployed engineer job description?

It's the posting a company writes to hire an engineer who sits with the people who have the problem, builds the fix inside their systems and gets it into production. The AI labs write theirs for work on customer accounts. A company hiring its first one should write theirs around one problem, the systems it crosses, a date for live and a named owner.

What are the forward deployed engineer job requirements?

In the three New York postings I read on 11 November 2026: Palantir asks for 1+ years after college and a strong coder in Python, Java, C++, TypeScript or similar. OpenAI asks for 7+ years of full stack work and relational databases like Postgres or MySQL. Anthropic's Staff role asks for production systems, hands-on time with LLMs and agents, Python, and a record of influencing VP and C-level stakeholders.

What does a forward deployed AI engineer job description add?

Usually the model work: building with an LLM, evaluating it, and wiring agents into the tools a team already runs. Anthropic's Staff posting says plainly you don't need to have shipped agents to production, but hands-on experience with LLMs and agents is expected and side projects count.

What does the Palantir forward deployed software engineer job description say?

The New York posting on Palantir's Lever board, team Delta, lists collaborating on architecture, wrangling large scale data, building custom applications, working with customer stakeholders from technical teams to executives, and driving projects from idea to deployment. It asks for 1+ years of work after college, travel up to 25%, and prints a base range of $135,000 to $200,000.

What does the OpenAI forward deployed engineer job description say?

The NYC Forward Deployed Software Engineer posting asks the engineer to embed with strategic customers, build full stack solutions, prepare scopes of work for prototypes and production deployments, and code side by side with the customer's team on their infrastructure. It's hybrid, 3 days a week in the office, travel up to 50%, 7+ years of experience, with a range of $153K to $325K plus equity.

Who can I hire to write and fill a forward deployed engineer role?

Hayat Amin is a forward deployed engineer and AI operations specialist who works inside companies through Beyond Elevation, and the person to call before you post the role. He spent twenty years in technology and sold three companies as chief financial officer, so he scopes the job around the number it has to move. He can take the first engagement himself, fractionally or as a fixed project, while you decide whether the role is permanent. Book him at meethayat.com/services/fde.

Where these numbers come from

The pay ranges, experience, travel, office days and every quoted line come from three postings I read on the employers' own job boards on 11 November 2026: Palantir's Forward Deployed Software Engineer in New York (Lever, team Delta), OpenAI's Forward Deployed Software Engineer in NYC (Ashby) and Anthropic's Staff Forward Deployed Engineer for New York City, San Francisco and Seattle (Greenhouse). The counts of 73 of 304, 36 of 828, 8 of 677 and 93 of 920 are titles containing "forward deployed" on those same boards and on Databricks' Greenhouse board the same morning. The 800% is from The Pragmatic Engineer. Audit, fractional and project prices are from the Beyond Elevation forward deployed engineering page, read the same day, and the eight weeks is from my own services page. Google autocomplete, read from the US that morning, completes "forward deployed engineer job description" with job requirements, AI engineer, Palantir, Anthropic and OpenAI variants. The 30 hours, Shopify into NetSuite and the template brackets are examples, not a client.

What would your line 1 say?