The AI execution layer for repetitive work that still lives in browsers.
Dennis Vashchuk · Technical Co-Founder · March 2026
This is paid work hiding in portals, inboxes, and calendars. Teams either do it by hand or pay people to do it for them.
Proof surface: Facebook Marketplace navigation captured via Chrome DevTools MCP.
Dense UIs like this expose why context-heavy browser loops get brittle fast.
Vibe clicks, reads, fills forms, sends emails, and handles calendar work inside the user’s real browser session.
Users describe the job in plain English or voice. Vibe executes the workflow while keeping humans in the loop.
Gmail and Google Calendar actions are built in for browser-heavy operational work.
Local-first by default, with optional cloud models (BYOK) when teams want different privacy or compute tradeoffs.
Product screenshots: LinkedIn demo workflows executed by Vibe Co-Pilot.
| Factor | Cloud / API Agents | Vibe (Local-First) | Source |
|---|---|---|---|
| Reliability | Fail due to network latency & context limits | Stable DOM-based execution | "Why Do Multi-Agent LLM Systems Fail?" (arXiv 2025) |
| Privacy | High risk of data leakage & injection | Data never leaves your device | "Privacy Risks of LLM Agents" (Microsoft Research 2024) |
| Latency | Variable (0.4s - 2.0s+) | Fast & Deterministic (<1s) | SitePoint Benchmarks 2026 |
| Cost | Scales linearly ($0.03/1k tokens) | Fixed hardware cost ($0/token) | arXiv: On-Premise LLM Economics |
"Agent-to-agent communications in context-rich enterprise environments markedly increase privacy risk." — Microsoft Research
Vibe architecture directly addresses the key failure modes identified in recent academic literature.
| Feature | Vibe (Local-First) | Comet / Atlas / Operator |
|---|---|---|
| Model Choice | Any LLM — Grok-4.1, GPT-5.4, Claude, DeepSeek, local | Locked to vendor's model (GPT-only, Comet-only) |
| Execution | Local DOM (Reliable) | Cloud Streaming (Fragile) |
| Data Privacy | Zero-Retention (Device only) | Server-Side Storage |
| Workflow Focus | Complex, Multi-Step Tasks | Simple Q&A / Search |
| Marginal Cost | $0 (Uses User Hardware) | High (Server GPU Costs) |
The Moat: While Atlas and Comet lock users into a single model vendor, Vibe gives users full model freedom — including Grok-4.1 Fast Reasoning, the best model for agentic web tasks today at 25× lower cost than GPT-5.4. When a better model ships tomorrow, Vibe users can switch in one click. Locked-in competitors cannot.
Open portals, fetch client documents, and organize filings automatically.
Source profiles, personalize outreach drafts, and queue approved messages.
Resolve conflicts, schedule meetings, and keep availability synchronized.
This is how Vibe moves from tool to system of record for recurring browser work: version the workflow, reuse it, and share it across teams.
Growing organically through word-of-mouth in developer and privacy communities.
Legal, Tax, Finance, and other compliance-heavy teams already paying humans to do repetitive browser tasks.
Every team with recurring work spread across websites, inboxes, calendars, and internal portals.
Why here? These teams already budget for the work. We can start where browser-heavy operations are manual or outsourced, then productize the workflow.
This segment is underserved, high-intent, and not the focus of cloud-first AI browsers.
| Tier | Price | Includes |
|---|---|---|
| Free | $0 | Limited usage for evaluation |
| Pro | $25/mo | BYOK model access and advanced skills |
| Premium | $100/mo | Bundled credits and all supported models |
GTM: Win on completed workflows, not generic seat value. Acquire via product-led discovery and founder-led outbound, prove ROI on repeated browser work, then expand with team controls and MCP interoperability.
Enterprise and team plans become the expansion layer once a workflow is already delivering value.
Dennis Vashchuk, Technical Co-Founder
Raising: $2M pre-seed
Target close: May 2026