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NUMONIC
AI-native digital asset management for AI-generated content compliance
Last verified August 17, 2026 · Updated daily
What NUMONIC is building
Every creative studio in the world is generating thousands of AI assets daily. Almost none of them can tell you which prompt produced which image, which model version was used, what the generation parameters were, or whether a given asset was even AI-generated at all. Numonic is the infrastructure layer that records all of it, automatically. The platform captures full lineage for every AI-generated asset, including prompts, model versions, seeds, and complete workflow chains, and structures that data into machine-readable records that meet C2PA content credentials, IPTC 2025.1 AI disclosure fields, and EU AI Act Article 50 transparency requirements. It supports Data Vault 2.0 audit trails, has 122 API endpoints live, and ships with native Model Context Protocol support. Unlike traditional DAMs designed for human-created content, Numonic treats every AI asset as a documented, reproducible process rather than just a file.
Why this matters
On August 2, 2026, the EU AI Act's transparency obligations become fully enforceable for creative organisations. The penalty range is up to €35 million or 7% of global revenue for non-compliance. That is not a soft deadline. Creative studios, agencies, and production houses working with AI tools have been generating undocumented assets for years, and most have no systematic way to prove provenance, reproduce an asset from its original parameters, or demonstrate which content was AI-generated to a regulator. The compliance gap is not theoretical. Territory Studio, a BAFTA-winning studio with clients including Disney, Marvel, Netflix, and Apple, has already onboarded Numonic specifically to address EU AI Act compliance across its AI-assisted production workflows. That client is the proof point: the largest creative studios are not waiting for August to figure this out. Fuel Ventures lead investor Mark Pearson made the investment thesis plain: Casey and Jesse came with paying customers, replicable technical architecture, and a regulatory forcing function creating inevitable demand.
Open roles at NUMONIC
2 positions we're tracking. Roles are re-checked daily and removed when filled.
Know when NUMONIC is hiring before anyone else
A role stays uncontested for about four days. Here's the window — and where we put you in it.
From $9/month, cancel any time.
Watching NUMONIC
0 applicantsRole spotted & verified
1You get the alert
1You've applied
~8Hits the job boards
250+Hiring outlook
Very High. Raised on traction, not a demo. Active beta intake open at numonic.ai/contact. Casey is literally bookable for a 30-minute call at cal.com/caseymilone/30min. Zero jobs anywhere. This is the most direct founder access on the list.
Working at NUMONIC
NUMONIC is AI-native digital asset management for AI-generated content compliance, founded in and now people. At this stage, expect opportunity to shape your role based on the company stage.
London is where most NUMONIC positions are located.
How to actually get hired at NUMONIC
Why applying the normal way doesn't work
NUMONIC has an ATS but the real pipeline is referrals → sourced → recruiter picks → cold apps. You can still get through, but know where you stand.
Who to contact at NUMONIC
What to show them
Numonic has 122 API endpoints live and native MCP support already shipped. Scaling from a two-person team to something that can onboard Territory Studio-scale clients at volume requires engineering capacity the founders currently don't have. Casey's background is product and creative strategy rather than core engineering, which means Jesse is likely carrying the technical build alone right now. The next engineer is a founding-level hire. Core skills: Python or TypeScript, REST API design, metadata standards (C2PA, IPTC, EXIF), digital asset management systems, cloud infrastructure, AI pipeline integration, developer documentation. Proof of work: Build a minimal proof of concept that attaches C2PA-compliant metadata to an image generated by any open model, capturing prompt, model version, and timestamp. Even a rough implementation that surfaces the right fields is directly relevant to what Numonic does. Share the repo with your beta access request.
A cold email that works at NUMONIC
What NUMONIC screens for
Fuel Ventures is raising £560K total, and the first close of £250K has landed. The remaining £310K is actively being raised with the explicit mandate to accelerate customer acquisition and product expansion before the August 2026 enforcement deadline. That is a five-month window with a named deadline, which means the pace of hiring directly affects the company's ability to capitalise on the most important moment in their market. Casey describes himself publicly as someone interested in "the systems architecture problems that emerge when organisations actually try to use what they've created," which is the founding philosophy for Numonic and a clear signal about the kinds of people he wants to hire. He writes regularly on Medium about AI content operations, provenance infrastructure, and the gap between AI capability and organisational readiness. He has explicitly made himself bookable for 30-minute calls. At a two-founder company raising to build, every conversation is a potential hire.
Tailor your CV to the specific NUMONIC role rather than sending a general one. Applications that mirror the language of the job description clear automated filters at a materially higher rate.
Don't make these mistakes
Generic outreach about 'AI compliance being important.' Every pitch to a compliance startup starts with that. Casey has written extensively about the specific operational problems he is solving, use that writing as your entry point. The beta intake form at numonic.ai/contact and the direct calendar booking at cal.com/caseymilone/30min are your two routes in. Use both.
Mistakes that kill NUMONIC applications
Don't send the same CV you sent everywhere else. At people it's obvious, and it's the fastest rejection there is.
Nobody cares what you want. Start with On August 2, 2026, the EU AI Act's transparency obligations become fully enforceable for creative organisations and how you'd help.
Most AI applications get ghosted. A day-five follow-up can double your response rate.
Applying to NUMONIC? Get the contact, not the form.
The NUMONIC interview process
4 stages · 14 days typical · take-home: yes · modelled from similar companies
We don't yet have verified candidate reports for NUMONIC. What follows is the typical process for a -person AI company — treat it as a model, not confirmed detail.
Interview stages
Recruiter Screen
Phone or video · 30 min
Basic qualification and logistics
Recruiter or HR
Hiring Manager Interview
Video call · 45 min
Role fit and experience deep-dive
Hiring manager
Technical/Functional Round
Video call · 60 min
Skills assessment and problem-solving
Team members
Final Round
In-person or video · 60 min
Culture fit and cross-functional alignment
Senior leadership
NUMONIC take-home assignment
NUMONIC includes a take-home exercise in their interview process. For AI roles, this typically involves a practical problem that takes 2-4 hours. Focus on clean, working code over premature optimization. They're evaluating how you think and communicate, not just the solution.
NUMONIC interview timeline
NUMONIC runs about days from first contact to offer. The median for AI companies at people is 14 days, so NUMONIC is about average than most.
Interviewed at NUMONIC?
Tell us how it went — stages, questions, timeline. Takes 90 seconds and it's how this page stays accurate for the next person.
Submit your NUMONIC interview experience →NUMONIC jobs, frequently asked questions
How many jobs does NUMONIC have open?
We're tracking 2 active openings at NUMONIC (verified March 2026).
Does NUMONIC hire remotely?
Currently, NUMONIC only has in-office roles in London.
What roles is NUMONIC hiring for?
NUMONIC is hiring across Engineering, Sales. The most recent opening is Founding Engineer (Full-Stack / API).
How do I apply for a job at NUMONIC?
Click through to apply, or see our detailed guide on landing a job at NUMONIC.
Does NUMONIC respond to cold emails?
We haven't verified response rates at NUMONIC yet.
Who is the hiring manager at NUMONIC?
At this size, hiring is usually run by the hiring manager.
How competitive is it to get hired at NUMONIC?
Roles at -person AI companies typically draw 100-250 applicants in the first two weeks. Applying inside 72 hours of a posting going live is the single biggest lever you control.
How many rounds is the NUMONIC interview?
4 stages: Recruiter Screen, Hiring Manager Interview, Technical/Functional Round, Final Round.
Is the NUMONIC interview hard?
The interview emphasizes technical depth and system design over abstract problems. Hardest stage: Technical Interview.
Does NUMONIC give a take-home task?
Yes, NUMONIC includes a take-home assignment.
How long does NUMONIC take to get back to you?
Around 14 days across the full process.
What should I prepare for the NUMONIC interview?
Study technical depth and system design. At this size (), they care about self-sufficiency over textbook knowledge.
Where is NUMONIC based?
NUMONIC is headquartered in London, US.
Get NUMONIC roles before they're posted
A role stays uncontested for about four days. Here's the window — and where we put you in it.
From $9/month, cancel any time.
Watching NUMONIC
0 applicantsRole spotted & verified
1You get the alert
1You've applied
~8Hits the job boards
250+