Miju LabsThe shortlist · 16 candidate niches
One domain, done better than anyone
The bet is that a specialist beats a generalist on the only two things that matter early: getting the good experts to answer, and being believed when you say you are the best source for this domain. Each page below asks the same six questions of one domain. The argument is here; the scores are here.
Work that happens on a screen
The expert produces a file. Capture is a recording and a rate, nothing more.
Video, motion and VFX
The only niche in this atlas with a frontier-lab rate card naming the exact tools, a public benchmark at 34.65%, and zero specialist competitors — attached to the smallest expert pool here, which is the constraint and the moat at once.
build $40–75/hr observed (xAI, AI Tutor – Video Specialist)
Defensive security
The widest benchmark gap found anywhere — frontier models at 23–34% on malware analysis — with a small reachable pool and the hardest data-sourcing problem in the set. Superseded: the deep dossier found the incumbent this page said did not exist.
build Reverse engineers average ~$72/hr ($150,631/yr, Salary.com)
Senior code review
Writing code is saturated and over-served; judging code has near-zero benchmark coverage. The only public, verifiable credential in this atlas — GitHub review history — sits inside the most crowded lane.
watch $60–120/hr (Turing, software engineers); Mercor's expert band $50–200/hr
Offensive security
The strongest demand evidence of any niche in this atlas — named in system cards, with lab reqs carrying pay bands — which is exactly why two funded specialists already own the network and the benchmark.
crowded Hourly, and higher than this page originally assumed — Mercor posts $200–250/hr for offensive security and vulnerability research; Gray Swan's tournament acquires a break for ~$3.77
Design and UI/UX
The thesis that started this whole enquiry, proven by three funded companies that between them already hold the network, the rubric science and the preference collection.
crowded Up to $100/hr (Contra Labs, stated); senior freelance market $80–155/hr
Sales and GTM
Cheap labour, an enormous pool, no competitor and no buyer. The one niche in this atlas where every input is favourable and the output is still zero.
avoid No observed AI-data rate; enterprise AE median OTE $260,000 (~$125/hr equivalent)
Game development and 3D art
A rich pool with excellent free channels, sitting behind a platform holder who has already banned the thing you would need to do, in an occupation BLS projects at 0% growth.
avoid No observed AI-data rate for game-development expertise
Work behind a licence
A public register tells you exactly who is qualified — and a regulator tells you what you may not do with it.
Architecture, engineering and construction
The widest wage arbitrage found anywhere in this atlas — Mercor paying civil engineers $95–170/hr, two to three and a half times their day job — against the thinnest proof that a lab wants AEC as a durable line item.
build $95–170/hr observed (Mercor, civil engineers)
Accounting, audit and tax
The cheapest credentialed pool in the set, the only one with a queryable national licence register, and nobody selling into it — against the second-thinnest evidence that a frontier lab wants it.
build No observed AI-data rate for accountants specifically; Mercor's general expert band is $50–200/hr
Clinical medicine
The best-documented lab demand in the set and the widest open benchmark among the professional domains — attached to the highest cost basis anywhere, where a gastroenterologist's opportunity cost exceeds Mercor's entire ceiling.
watch Locum tenens average $215/hr — the true opportunity cost of a physician's marginal hour
Law
The largest credentialed pool anywhere in this atlas, a real observed clearing price of $140–160/hr, no vertical specialist — and a privilege problem with the cleanest workaround in the report.
build $140–160/hr senior, $80–120/hr mid-level (Mercor, observed)
Investment banking and financial modelling
The only domain in this research where a frontier lab keeps permanent in-house subject-matter headcount — and the only one already occupied by a YC company selling the exact same thing under its own name.
crowded $45–100/hr observed (xAI, Investment Banking Expert contracts)
Work with a thing in it
Producing the data costs capital, not only an expert's hour.
Mechanical CAD and manufacturing
The best risk-adjusted entry in the set: a buyer already paying $65–80/hr, an empty vertical, two shallow academic benchmarks, a 16-million-member channel — and the one domain where the dominant tool vendor is provably not hoarding.
build $65–80/hr (Mercor, mechanical engineer); $45–75/hr, median $60 (xAI tutor)
Skilled trades and field service
The most genuinely empty category in the research, empty for the clearest reason: the comparable market prices this data at $1–4/hr while producing it needs a shop, a rig and insurance.
avoid $1/hr paid by Human Archive for egocentric physical-task video; competitors at $2.63–$4.20/hr
Life-science wet lab
Real demand, a low wage floor and a 2.3x arbitrage — attached to roughly $720M of competing capital and a differentiation strategy that costs a building.
crowded $65–70/hr observed (Mercor, Biology Expert PhD)
Chip design and EDA
The best 'nobody is here' story in the research and the worst unit economics — because the tool vendor already owns the data layer, the engineers are the most IP-bound population in the atlas, and producing verified output costs $80–150K per engineer in licences.
avoid No observed AI-data rate for chip-design experts anywhere