The same providers serve Amagasaki as serve the rest of Hyogo Prefecture, so the real question is not who is local. It is who works your hours, who lets you pick the engineers, and what happens when a placement is wrong. Japan demand for Detectron2 providers concentrates on Detectron2 and Python, and that is where a shortlist should be judged rather than on framework familiarity. Every firm here can staff Detectron2. What separates them is who carries the management, how fast they start, and what you own at the end.
Entry 01 is ours and is marked as such. Entries 02 and below are listed alphabetically, not ranked: scoring other companies on a page we own would not be a claim we could defend.
Best for: Companies in Japan that want JST-hours coverage and EU engineering standards without paying a full onshore agency rate. Startups backed by our clients have raised over $120M, and the group has delivered 350+ client projects.
In Amagasaki: engineers work Amagasaki business hours from our Japan and EU teams, with delivery capacity in Vietnam for the work that runs overnight. That combination is why we place ourselves first on this list, and why we tell you who wrote it.
Trade-off: We are a marketplace first: you interview and choose the engineers. If you want a vendor to absorb the whole problem with no involvement from you, a traditional agency is a closer fit.
Disclosure: JapanDev.jp is operated by Digital Unicorn, so this entry is our own. Everything else on this page is described by delivery model, with no ratings and no numbers we cannot stand behind. See what we have shipped.
Best for: Multi-year enterprise programs with procurement requirements
Trade-off: Enterprise pricing and process, rarely a fit under ten engineers
Best for: Consumer-facing product work with design and engineering bundled
Trade-off: Studio model assumes you buy the full package rather than individual engineers
Best for: Data-heavy AI projects needing modeling depth
Trade-off: Specialist focus, so surrounding product engineering usually comes from elsewhere
Best for: Consumer products needing Japanese market fluency
Trade-off: Agency engagement model rather than engineer placement
Best for: companies in Japan that want consultants physically close to the business
Trade-off: Onshore rates, and delivery capacity depends on the local office
Best for: Platform and data programs needing sustained team capacity
Trade-off: Sized for programs rather than for one or two engineers
Best for: Teams bridging Japanese business and offshore delivery
Trade-off: Delivery is team-shaped rather than individual
Best for: Complex modernization where method matters as much as code
Trade-off: Consultancy rates, and engagements are scoped rather than staffed by the hour
Best for: Short senior engagements where speed matters more than rate
Trade-off: Among the more expensive marketplace options, and minimum commitments apply
Best for: Scaling several remote engineers at once
Trade-off: Matching is heavily automated, so screening depth varies by role
Ask what the last hard problem in Detectron2 looked like. The answer should involve Detectron2 or Instance Segmentation, a constraint they did not choose, and a trade-off they accepted deliberately. Teams that have only built greenfield Detectron2 tend to underestimate what maintaining it costs.
On commercial terms, agree the exit before the start. A short paid trial, a replacement window in the first weeks, and a notice period you can live with cost nothing when the engagement works and save a quarter when it does not. Any provider confident in its bench agrees to all three without argument, and the ones who resist are telling you something useful.
Red flags that should end the conversation
It depends on what the system has to do and who maintains it afterwards. A provider worth hiring will tell you when a more common stack would be cheaper to staff, and that conversation is worth having before the contract rather than after.
Yes, and it is the more common engagement. Expect an assessment first: reading the code, measuring what is slow or fragile, and agreeing what stays. Anyone who proposes a rewrite before that assessment is quoting the version of the project that fails most often.
Hire directly in Amagasaki
Vetted engineers matched to your stack and your hours in 48 hours. $0 until you hire.
🇯🇵 東京、大阪をはじめ日本全国の企業から信頼されています