Mirrors
runmirrors.comCatch and fix AI agent regressions before they reach production
Mirrors provides regression testing for AI agents. Teams shipping agents constantly change prompts, models, and tools, and there's no way to test any of it. Agents call bespoke internal tools and APIs no test framework can reproduce, so most teams ship on vibes. Mirrors rebuilds the tools your agent calls from your own production traces, then replays real sessions against every change before it merges. You see which tool calls changed, which arguments moved, and where state landed differently. And when something fails, we tell you whether your agent regressed or something upstream moved. Built for teams whose agents take irreversible actions. Refunds, record updates, outbound email. Runs in your CI on every PR.
Anana
getanana.comUse the demand signals inside of guest interactions to drive more direct bookings.
TL;DR\ Hotels rarely see what guests wanted before they booked or why they didn't book at all. Anana captures the demand signals buried inside calls, chats, and emails, completing the commercial picture with the intent and friction that transaction data misses.\ \ Problem Hotels are good at measuring outcomes: bookings, revenue, channel mix, and occupancy. But the signals that explain those outcomes are buried across thousands of guest interactions. A family asks about connecting rooms and books elsewhere. Early check-in questions suddenly double. A repeat guest mentions an anniversary. At scale, these are commercial signals. They reveal where direct demand is breaking down, what guests repeatedly want, and where hotels can personalize, convert, or win guests back. Most hotels have no practical way to analyze this information at scale, so the insights disappear and their dependence on third-party distribution continues. Solution Anana turns these signals into a commercial intelligence