Provider directory
AI development for tech startups
Tech startups often want AI built into their product, not just their back office, so they need a provider who can ship production features quickly and hand over code the in-house team can own. Typical work includes integrating language models into an app, building retrieval over product data, setting up evaluation and monitoring, and automating internal operations. Startups differ from a generic buyer in their tight runway, changing requirements, and need for clean architecture investors and future hires can understand.
In short: Tech startups usually need production-grade integration of language models into the product with sensible cost controls and retrieval and evaluation pipelines so output quality can be measured and improved from a ai development provider. Check the questions below before you choose, or describe your need and get one to five free introductions.
What tech startups need from ai development
- Production-grade integration of language models into the product with sensible cost controls
- Retrieval and evaluation pipelines so output quality can be measured and improved
- Clean, documented code in the startup's own repositories and cloud accounts
- Monitoring of latency, failure rates and model spend
- Flexibility to switch model providers as pricing and capabilities change
- Privacy and data processing terms that support enterprise customer due diligence
Questions to ask a provider
- Will all code, prompts and infrastructure live in our accounts with full ownership transferred?
- How do you evaluate output quality before and after each release?
- How do you keep model costs predictable as usage grows?
- Can you work alongside our engineers and leave them able to maintain the system?
Pitfalls to avoid
- Prototypes that impress in a demo can fail on real user inputs without proper evaluation
- Lock-in to a single model provider or proprietary agency framework makes later changes expensive
- Unclear intellectual property terms in the contract can cause problems during fundraising or acquisition
More on ai development
Our guide to finding a ai development provider in Singapore covers typical costs, rules and how matching works.
AI development for other industries
- F&B businesses
- retailers
- e-commerce businesses
- construction companies
- logistics companies
- manufacturers
- clinics and healthcare practices
- education and tuition centres
- real estate agencies
- law firms
- accounting firms
- consultancies and professional services firms
- beauty and wellness businesses
- hotels and hospitality businesses
Other services for tech startups
Frequently asked questions
Will all code, prompts and infrastructure live in our accounts with full ownership transferred?
Ask each provider this directly and compare the answers in writing. Prototypes that impress in a demo can fail on real user inputs without proper evaluation
How do you evaluate output quality before and after each release?
Ask each provider this directly and compare the answers in writing. Prototypes that impress in a demo can fail on real user inputs without proper evaluation
Can FYAdvisers introduce ai development providers that work with tech startups?
Yes. Describe your business and what you need, and a concierge confirms your requirements, then introduces one to five providers that fit. It is free for businesses.
Listings are compiled from public Google Business Profiles and each company's own website, and are not paid placements. Ratings are Google's. Is this your company? Claim or update your listing.