AI & Emerging Tech
RAG, agents, voice, and other AI inside your product
Why this matters
AI is now table stakes inside many web products, and the bar for shipping it well is high. We design and build AI features inside websites, applications, and SaaS products. Our work covers retrieval-augmented generation over your content and data, conversational interfaces that understand domain context, voice and multimodal experiences, agentic workflows that act on behalf of users, and the evaluation harnesses that prove these features behave. We build with the providers and models that fit each use case, including OpenAI, Anthropic, Google, and open models hosted on your own infrastructure where data residency matters. Every AI feature we ship is paired with safety, evaluation, and observability work because shipping AI without guardrails is how companies get into trouble. We work with product teams adding AI to an existing product, founders building AI-native products, and operations teams automating internal workflows.
Key benefits
Use case first, model second
We start with the user problem and revenue or cost lever, then pick the model, provider, and architecture to match.
Retrieval done properly
Chunking, embeddings, hybrid search, and evaluation built so retrieval-based answers stay grounded and current.
Evaluation and safety as work, not slides
We build evaluation harnesses, red-team prompts, and monitoring so quality and safety are measured, not assumed.
Cost and latency under control
We design for predictable token cost, latency budgets, and caching so AI features stay viable as usage scales.
Services in AI & Emerging Tech
4 services available in this group.
AI Chatbot Integration
Conversational AI chatbots embedded into websites and apps.
We design, train, and integrate AI chatbots that handle support, lead capture, and product questions across your digital channels.
Learn moreAI Recommendation Engines
Personalized recommendation systems for ecommerce and content platforms.
We build AI recommendation engines that surface relevant products, content, and offers based on user behavior and context.
Learn moreAI-powered Search
Semantic search that understands intent, not just keywords.
We implement AI-powered search that handles natural language queries, typos, and synonyms to return the most relevant results.
Learn moreVoice Interface Integration
Voice-driven experiences for web, mobile, and connected devices.
We integrate voice interfaces into your products so users can search, navigate, and complete tasks hands-free with natural speech.
Learn moreOur approach
Use case & data
We define the user problem, the data sources involved, and what good behavior looks like before any model selection.
Prototype & evaluate
We build the smallest working prototype, then evaluate quality, cost, and latency against agreed thresholds.
Productionize
We build the production feature with safety, observability, and the user experience and integrations it needs.
Operate & improve
We monitor behavior in the wild, retrain or tune as data shifts, and feed real usage back into evaluation.
Frequently asked questions
Should we use OpenAI, Anthropic, or an open model?
How do you stop AI features from making things up?
Can you build agentic workflows that take actions?
How do you handle data privacy?
Want help with AI & Emerging Tech?
We will scope the right path for your goals.