AI feature integration
Adding LLM-powered features to existing products requires careful architecture decisions around latency, cost, and reliability that most product teams are still learning.
OSYSTIC
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OSYSTIC builds AI features, developer tooling, and platform infrastructure for software companies — from LLM-powered product features to data pipelines and SaaS architecture.
Technology companies have the highest AI literacy and the most demanding engineering standards. We work as an extension of product and engineering teams, with delivery responsibility, reviewable engineering outputs, and clear project ownership.
The useful engineering questions start with the constraints of the operating environment.
Adding LLM-powered features to existing products requires careful architecture decisions around latency, cost, and reliability that most product teams are still learning.
Software products generate event streams and usage data that are valuable but often poorly ingested and modelled — limiting the product intelligence teams can build.
Growth-stage software companies frequently hit infrastructure ceilings. Cloud architecture decisions made early have long-term cost and reliability consequences.
These are capability patterns, not guaranteed project outcomes. The exact architecture depends on the client’s data, infrastructure, risk profile, and validation requirements.
Design and implementation of AI features — search, summarisation, generation, and classification — integrated into your existing product stack.
AI-assisted code review, documentation generation, and test writing tools built for engineering teams.
Event pipelines, warehouses, and feature stores that give product and data teams reliable access to the data they need.
Multi-tenant architecture, authentication, billing integration, and API design for B2B software products.
Cloud infrastructure, CI/CD, observability, and developer-experience improvements designed to make delivery more repeatable and operationally visible.
Tell us what you are building. We will help you define the right technical path, scope, and delivery approach.