Work doesn't live in tickets, tools, or trackers
Work lives in your code, conversations, and decisions. Zamski brings it together.
Your Team Already Solved This Problem
They just don't remember where, when, or how.
The hidden cost? Teams waste 40% of their time repeating past work. Not because they're inefficient. Because they have no institutional memory.
Zamski is data archaeology for your work.
We surface the patterns, solutions, and lessons already hiding in your Git commits, Slack conversations, tickets, and documentation.
Not Just an LLM Wrapper: 14 Layers of Quantifiable Analytics
Zamski uses LLMs as the interface for natural language interaction with your data. The LLM does not make decisions.
Our platform combines machine learning, statistical models, and reasoning engines across code, tickets, and conversations. Every answer is backed by structured analytics that can be traced, explained, and repeated.
Entity Recognition
Extracts key terms from tickets and chats
Gradient Scoring
Ranks issues by relevance and similarity
Correlation Engine
Links failed attempts to team composition
Predictive Analytics
Forecasts success probability
Built for How Teams Actually Work
No Two Teams Are the Same
Every team has its own odd little ecosystem. Some swear by Jira, others live in Trello. One group writes everything down in Confluence, another has it scattered across Google Docs. And somehow, it all just about works.
Memory That Scales
When you were five people, everyone remembered everything. At 500 people, nobody remembers anything. Zamski gives large teams startup-level awareness.
Zero Behavior Change
Your issues live in ticketing systems, your conversations in chat, your docs in wikis, your code in Git. Zamski meets you there..
The Artifact Stream
See how every decision, solution, and lesson evolved across your organization. Your work's DNA, decoded.
AI Without Memory Just Helps You Repeat Mistakes Faster
The explosion of AI tools means your team can now generate solutions 10x faster. But if they don't know Sarah already built this, or that this approach failed in Q2, or that three teams are solving the same problem right now, you're just failing faster.
The real bottleneck isn't writing code. It's remembering what you've already learned.
Zamski ensures your team's collective intelligence compounds over time instead of resetting with every new hire, every team reorg, every time someone leaves.
We Only Win When You Do
We only win when teams stop repeating the mistakes of the past.
We win when your teams work without friction and deliver what your customers expect.
Because the fastest learning wins.
Markets move. Priorities evolve. The winning teams are the ones that notice first, adapt first, and build what is needed now. Zamski makes early learning your everyday habit, not a lucky accident.
Frequently asked questions
Join our early access program. We’re partnering with forward‑thinking teams to surface patterns in their engineering history. You’ll receive a free duplicate‑work analysis and first access.
Most teams start around $150 per user per month, with volume discounts for larger groups. Smaller teams may qualify for a flat monthly plan. Discounts for bring your own LLM key.
When teams grow, information spreads across tickets, chat, docs and code. Without a shared memory, engineers lose context and priorities slip. Zamski keeps teams aligned by surfacing the right information at the right time.
Context switching happens when developers juggle multiple tasks and tools, forcing them to reload information each time. This cognitive overhead can waste up to 40 % of productive time. Zamski reduces context switching by delivering relevant context inside existing workflows.
Zamski’s AI analyses activity across Git, Jira, Slack and Confluence to build a real‑time model of what matters. It proactively notifies you when similar solutions, relevant discussions or past failures exist, and answers questions about who built what and when.