Q3 2026
Memory Daemon MVP
Auto-setup detection, Qdrant integration, basic leaderboard
Collective Intelligence for AI-Powered Teams. Stop bleeding budget, retain IP, and turn individual genius into team advantage.
Companies are spending billions on AI tools, but 60% of that budget is wasted on personal usage. Worse, when employees leave, they take their custom AI setups — prompts, workflows, and automations — with them. The company loses the investment; the employee gains a competitive advantage for their next role.
Simbiot solves this by creating a centralized AI agent that:
For $999/month, Simbiot turns your team's scattered AI usage into a competitive advantage that compounds over time.
Every company adopting AI faces the same three invisible leaks:
Companies pay for ChatGPT, Claude, Cursor, and other AI tools for every developer. $20-50 per employee per month sounds reasonable.
But employees use these tools for personal tasks, side projects, and experiments. No tracking, no accountability.
of AI budget goes to non-company activities
Your best developer spent 6 months perfecting prompts, workflows, and automations. It's on their machine. Nobody else knows it exists.
Another developer solves the same problem from scratch. Third one too. Same company, same stack, zero sharing.
of custom setups are shared between developers
Developer quits. Takes their entire setup: custom prompts, automations, project context, client knowledge. All in their head and personal accounts.
New hire starts from zero. Three months to reach the same productivity. Company pays for training twice.
of custom IP walks out with the employee
When a developer leaves, you lose:
• Months of prompt engineering
• Custom workflows and automations
• Project-specific context and decisions
• Client knowledge and history
• Competitive advantage built on your dime
to rebuild what one employee took
Simbiot is not another AI coding tool. It's a collective intelligence system that captures, measures, and propagates your team's best AI practices.
One team-wide agent replaces individual ChatGPT, Claude, and Cursor subscriptions. Everyone works through the same system, with full visibility and control.
Simbiot automatically detects what each developer builds on top of the company baseline: custom prompts, automations, integrations. No manual documentation required.
Rank setups by real metrics: commits per day, PR acceptance rate, bug reduction, time to deploy. See who actually makes the team faster, not who talks about it.
When a setup proves effective, Simbiot offers it to the whole team. Opt-in adoption, A/B tested. Best practices spread like a beneficial virus.
Every prompt, workflow, and insight lives in company infrastructure. When someone leaves, the next person picks up where they left off. Zero knowledge loss.
While your team sleeps, Simbiot analyzes projects, finds optimizations, and prepares reports for the morning standup. No sick days, no notice periods.
Simbiot consists of three layers that work together to create a complete collective intelligence system:
1. Capture: Simbiot runs on the developer's machine as a lightweight daemon. It detects custom prompts, workflows, and automations built on top of the company baseline.
2. Measure: The daemon tracks productivity metrics: commits per day, PR acceptance rate, time from commit to deploy, bug introduction rate. No self-reporting, only hard data.
3. Rank: Setups are scored by their impact on these metrics. A setup that increases commits by 30% while reducing bugs gets a high score. A setup that just "feels nice" but doesn't move metrics gets filtered out.
4. Propagate: Top-scoring setups are offered to other team members. They can try it with one click. If adoption rate is high and metrics improve, the setup becomes part of the company baseline.
10 developers working on 30+ client stores. Each developer has their own prompts for Liquid, React, and checkout optimization. Nobody shares. When the senior dev leaves, 6 months of checkout optimization knowledge walks out. Simbiot captures all custom prompts, measures which ones actually improve conversion rates, and propagates the winners to the whole team.
8 engineers building on Solana. Complex architecture decisions made in Discord, scattered across Notion pages. New hire takes 3 months to understand the system. Simbiot captures architectural decisions, links them to code changes, and surfaces relevant context when developers ask questions.
5 ML engineers experimenting with prompts, RAG pipelines, and evaluation frameworks. Each has their own notebook of "what works." When one leaves, the company loses their experimental history. Simbiot tracks experiments, measures which prompts perform best on real user queries, and maintains a living knowledge base.
50 developers across multiple products. Each team uses different AI tools with no coordination. Simbiot unifies AI usage under one platform, captures best practices from each team, and cross-pollinates solutions. The e-commerce team's checkout optimization trick helps the fintech team's payment flow.
Simbiot pays for itself through three mechanisms:
| Cost/Benefit | Without Simbiot | With Simbiot |
|---|---|---|
| AI Tool Subscriptions | $20-50 × N employees/month | $999/month flat |
| Knowledge Loss per Exit | 3-6 months of rebuild time | Zero — everything stays |
| Setup Redundancy | Each dev solves same problems | Solve once, use everywhere |
| Onboarding Time | 3-6 months to full productivity | 1-2 weeks with best practices |
| Team Velocity | Linear with headcount | Compounding via shared setups |
| Monthly Cost (10 devs) | ~$500+ on subscriptions alone | $999 (includes everything) |
For a team of 10 developers:
• Current AI subscriptions: $300-500/month
• Cost of one developer leaving: $15,000-30,000 (replacement + ramp-up)
• Simbiot cost: $999/month
• Break-even: Preventing one departure every 15-30 months
But the real value is in compounding velocity. When setups propagate, the whole team gets faster. A 10% productivity increase across 10 developers is worth $50,000+/month in billable hours.
One plan. Everything included. No hidden fees.
Enterprise plans available for on-premise deployment, custom integrations, and dedicated support. Contact us for details.
Auto-setup detection, Qdrant integration, basic leaderboard
Auto-propagation of best practices, A/B testing, adoption tracking
On-premise deployment, SSO, audit logs, role-based access
Anonymized benchmarking, industry best practices, marketplace for setups