Frequently asked.
Honestly answered.
AI in production.
We work with OpenAI (GPT-4), Anthropic (Claude), Google (Gemini), Alibaba (Qwen), Cohere, Hugging Face, Pinecone, MongoDB, and all major AI frameworks. We select the best technology for each use case rather than defaulting to one provider.
Deliverables depend on scope. We've built AI-powered web applications, Chrome extensions, API services, custom fine-tuned models, voice agents, chatbots, and RAG systems. Every project includes documentation, testing, and deployment support.
Any stage. We work with solo entrepreneurs exploring AI possibilities all the way to enterprise teams with hundreds of employees. Whether you have a napkin sketch or a detailed spec, we can help.
Yes. We handle complete deployment and provide management tools. Our deployment solutions match the reliability and performance of commercially available APIs, with full monitoring and scaling capabilities.
How we build software.
Frontend: React, Next.js, React Native, Vue.js. Backend: Node.js, Express, NestJS, Python, GraphQL. Cloud: AWS, Azure, GCP, Docker, Kubernetes. Databases: PostgreSQL, MongoDB, Redis, vector databases. We choose the right tools for each project.
We use agile methodology with weekly sprint reviews. You get daily standups (async or sync), a dedicated project channel, and weekly demo sessions where we show working software. Complete transparency at every step.
Absolutely. We regularly join existing projects, audit codebases, fix legacy issues, and add new features. We integrate with your existing git workflow, CI/CD pipeline, and development practices.
Cost and cadence.
We can begin discovery within 48 hours and have development teams allocated within one week for most projects.
We offer flexible engagement models: fixed-price projects for well-defined scope, time-and-materials for evolving requirements, and dedicated team arrangements for ongoing work. We'll recommend the best model for your situation.
MVPs: 6-12 weeks. Full products: 3-6 months. AI integrations: 4-8 weeks. Enterprise projects: 6-12+ months. Timeline depends on scope, complexity, and team size.
How we partner.
Both. Our solutions scale with your needs. We've helped solo founders build their first MVP and helped Fortune 500 companies deploy enterprise AI systems.
Yes. We excel at team augmentation and integrate seamlessly with existing development workflows, tools, and culture.
We don't disappear. We offer ongoing support, monitoring, optimization, and feature development. Most of our clients become long-term partners.
Still have questions?
We're happy to answer anything that isn't covered here. Send us a message and a real engineer will get back within 24 hours.