Cirkadia provides AI integration engineers who work as forward-deployed engineers: embedded with your team, inside your systems, connecting AI model APIs such as Anthropic's Claude and OpenAI to your data and workflows and shipping them to production.
AI only pays off when it reaches the work people actually do. So our engineers go where the work is: your data, your tools, your team.
An AI model on its own is a demo. Connected to your records, your workflow and your approvals, it becomes part of how the work gets done.
The AI in Real Time Gov, the California legislative tracking software, goes well past a chat box. It is our team's work, running every session day on real deadlines. Here are six of the jobs it does. The rest we save for a conversation.
Reads every version of every California bill and classifies each amendment as non-substantive, substantive or gut-and-amend, with a confidence rating, an itemized list of changes and a plain-English note on who now has a stake.
Answers plain-language questions by calling live database tools: finding bills, pulling roll calls and hearings, listing your tracked bills. Every answer comes with its sources.
Letters, testimony and talking points drafted from the bill and its analysis, streamed as they are written. A person approves every word before anything goes out.
Describe what you care about. AI turns it into keywords a person approves, then every new bill is matched against them exactly.
Documents in whatever shape they arrive become clean records your team can search and act on.
Bills and committee analyses summarized into a short read, written for the person who has to brief a client or a board.
AI-forward, human-led at every step: sources visible, people approving what goes out, and nothing shipped that hasn't been tested on your real examples.
We sit with the people doing the work and find the hours worth saving.
A working feature on your real data, not a slide deck.
Tested on real examples, sources shown, human approval wherever something goes out.
Your team takes it over, or we keep running and improving it.
What forward-deployed means, which models we use, and where it already runs.
Yes. Cirkadia provides AI integration engineers who work as forward-deployed engineers: embedded with your team, inside your systems, connecting AI model APIs such as Anthropic's Claude and OpenAI to your data and workflows and shipping them to production.
A forward-deployed engineer is a software engineer who works directly inside a customer's environment, alongside the people doing the work, to build and ship a solution into their real systems rather than handing over software from a distance. Cirkadia offers forward-deployed AI engineering as a service.
Cirkadia works with Anthropic's Claude and OpenAI model APIs, and has moved a live production AI suite from OpenAI to Claude. It also integrates the systems around them, including Stripe, nopCommerce, PayPal, AWS, SMS, push and email notifications, and public government data feeds.
Cirkadia's engineers built the AI running in production at Real Time Gov, the California legislative tracking software. It classifies every amendment to every California bill, including gut-and-amend detection, answers questions by calling live database tools and citing its sources, drafts letters and testimony for people to approve, turns plain-English interests into approved keyword alerts, turns messy documents into clean records, and summarizes bills and committee analyses.
It starts with discovery inside your workflow, delivers a working feature on your real data at the end of the first sprint, goes to production with testing, visible sources and human approval, and ends with a handoff to your team or with Cirkadia running it.
Tell us where your team loses the most hours. We'll tell you honestly whether AI is the fix.
office@cirkadia.com