--- title: "AI development" date: 2026-06-15 author: "Olga Tarasova" categories: - name: "Services" url: "https://metalamp.io/services.md" --- # AI development # AI development by experienced engineers We accelerate development with AI and help teams build products powered by it [Discuss your idea](#modal_for_form_without_textarea) ## How can we help? Three scenarios how we can help ![](https://metalamp.io/images/ai-development/services-icon-1.svg) ### You want to add AI to your product Support chatbot, semantic search, analytics, agents — we handle it end-to-end: from choosing the architecture to shipping it inside your product. ![](https://metalamp.io/images/ai-development/services-icon-2.svg) ### Building on AI but losing control Cursor, Codex, and Claude Code write code fast — but they don’t see the whole system. Architectural mistakes and tech debt pile up unnoticed. We’ll help you get things in order before it turns into a rewrite. ![](https://metalamp.io/images/ai-development/services-icon-3.svg) ### You want to speed up your team Everyone has AI tools now. But systematic adoption that actually moves your delivery speed is a separate kind of work. We’ll set up the tools and workflows, and train your team for your stack. ![](https://metalamp.io/images/ai-development/services-icon-1.svg) ### You want to add AI to your product Support chatbot, semantic search, analytics, agents — we handle it end-to-end: from choosing the architecture to shipping it inside your product. ![](https://metalamp.io/images/ai-development/services-icon-2.svg) ### Building on AI but losing control Cursor, Codex, and Claude Code write code fast — but they don’t see the whole system. Architectural mistakes and tech debt pile up unnoticed. We’ll help you get things in order before it turns into a rewrite. ![](https://metalamp.io/images/ai-development/services-icon-3.svg) ### You want to speed up your team Everyone has AI tools now. But systematic adoption that actually moves your delivery speed is a separate kind of work. We’ll set up the tools and workflows, and train your team for your stack. [Free consultation](#modal_for_form_without_textarea) ## More about services ### Engineering Advisory & Code Stewardship #### Who it’s for: Teams already building on AI that want to keep control over quality. #### What’s included: - ### Weekly code review Deep review of new commits and PRs with a written report. - ### Architecture consulting We validate decisions before they’re committed: async or in a live session. - ### Risk register A living document with a prioritized list of risks and tech debt. - ### Direct access to developers Direct line to MetaLamp’s senior engineers, with replies within one business day. ### AI Boost #### Who it’s for: Teams that want to adopt AI systematically and speed up delivery without hiring new people. #### What’s included: - ### Audit & consultation We find where AI will make a real difference in your process. - ### AI stack We select and implement tools tailored to your stack and team. - ### Workflows & prompts We set up processes and a prompt system for the whole team. - ### Training We train your engineers to work with AI assistants hands-on. ## AI capabilities for your product We embed AI functionality into your existing product — from choosing the architecture to release. ![](https://metalamp.io/images/ai-development/possibilities-icon-bot.svg) ### First-line support bot Automates up to 75% of inquiries: intent detection, sentiment analysis, image processing. Cuts ticket resolution time from hours to minutes. ![](https://metalamp.io/images/ai-development/possibilities-icon-search.svg) ### AI search & RAG over your knowledge base Semantic search across documentation, ticket history, and internal guidelines — customers get answers in seconds. ![](https://metalamp.io/images/ai-development/possibilities-icon-analytics.svg) ### AI analytics & insights Automatic ticket categorization, trend detection, predictive analytics. Your product team sees what’s actually hurting users. ![](https://metalamp.io/images/ai-development/possibilities-icon-workflow.svg) ### Agentic workflows AI agents that automate complex task chains: from triage to auto-resolving routine issues. ![](https://metalamp.io/images/ai-development/possibilities-icon-testing.svg) ### AI testing Test scenarios generated from requirements, regression-risk prediction. QA scales without growing the team. ![](https://metalamp.io/images/ai-development/possibilities-icon-bot.svg) ### First-line support bot Automates up to 75% of inquiries: intent detection, sentiment analysis, image processing. Cuts ticket resolution time from hours to minutes. ![](https://metalamp.io/images/ai-development/possibilities-icon-search.svg) ### AI search & RAG over your knowledge base Semantic search across documentation, ticket history, and internal guidelines — customers get answers in seconds. ![](https://metalamp.io/images/ai-development/possibilities-icon-analytics.svg) ### AI analytics & insights Automatic ticket categorization, trend detection, predictive analytics. Your product team sees what’s actually hurting users. ![](https://metalamp.io/images/ai-development/possibilities-icon-workflow.svg) ### Agentic workflow AI agents that automate complex task chains: from triage to auto-resolving routine issues. ![](https://metalamp.io/images/ai-development/possibilities-icon-testing.svg) ### AI testing Test scenarios generated from requirements, regression-risk prediction. QA scales without growing the team. ## Let’s look at your case in detail Every project is different. Tell us about yours — we’ll dig into the task and propose clear steps to make it happen. [Schedule a call](https://calendly.com/iana-g/30min) ## MetaLamp Magazine Expertise is our strong suit. Our articles frequently make it to the top rankings. You can also find our insights in [MetaLamp Magazine](https://metalamp.io/magazine), on our [Telegram channel](https://t.me/+kOQ34KeP7XU4ZWQy) and [X (formerly Twitter)](https://twitter.com/MetaLamp_Web3) ## FAQ - ### How much does it cost? It depends on the task and scope. Engineering Advisory, AI Boost, and AI product integration are discussed individually after a short discovery call. Get in touch and we’ll define the scope together — no strings attached. - ### How long does implementation take? AI Boost for a team takes from 2 to 6 weeks, depending on team size and stack complexity. Adding an AI feature to a product takes 4 weeks or more. We’ll give you a more precise estimate for your situation on the discovery call. - ### We’re a small team — is this for us? Yes. Some of our offerings are built specifically for teams of 1–5 people. The smaller the team, the higher the cost of a single architectural mistake — which is exactly why external oversight matters most here. - ### We already use AI tools. Why do we need you? Everyone has the tools. Systematic adoption that actually changes your speed without creating new problems is a separate kind of work. We don’t sell tools — we build processes around your stack and team. - ### Do you only work with Web3 companies? No. Web3 is our historical expertise, but we provide AI services to companies in any industry. If you have a complex product and an engineering team, we’re likely a strong fit. - ### What does the first step look like? A 30-minute discovery call. You tell us about your task, we ask questions, evaluate the fit, and propose a clear next step. No pressure and no lengthy sales proposals at the first meeting.