Overview
Convergence develops autonomous, browser-aware AI agents (branded Proxy) that use Large Meta Learning Models (LMLMs) and long-term memory to learn skills, navigate real web interfaces, recover from UI changes and errors, and perform multi-step workflows. The platform targets both consumer and enterprise automation (templates, integrations, enterprise/custom deployments) and includes a developer-focused open-weight variant (Proxy Lite). Convergence emphasizes human-in-the-loop live browser sessions, template-driven automations, and agent adaptability for CRM and other enterprise workflows. The company was acquired by Salesforce in 2025 to bolster Agentforce and autonomous-task capabilities. (Summary based on TechCrunch, FastFrigate, Futurepedia, Salesforce press release and other media sources.)
Key Features
Autonomous Web Navigation
Acts inside a real browser context (Playwright-backed) to click, type, follow links, and interact with web UI components like a human.
Long-Term Memory & Large Meta Learning Models (LMLMs)
Retains memory across sessions enabling agents to learn and apply skills over time across tasks and contexts.
Template Studio & Template Hub
Create, share and reuse task templates and workflows so non-technical users can delegate repeated processes to agents.
Parallel Sessions & Automations
Support for multiple concurrent sessions and automations (free/pro tiers reported limits vs pro higher quotas).
Proxy Lite (Open-Weights)
A lightweight, open-source variant that can be run locally (via vLLM) for experimentation and integration (GitHub repo available).
Human-in-the-Loop / Live Sessions
Supports live, interviewable browser sessions that let users intervene in edge cases (used in scaling via Browserbase partnership).
Who Can Use This Tool?
- Developers:Integrate and extend web-agent capabilities, run Proxy Lite locally, build custom automations.
- Digital Marketers:Automate content updates, metadata refreshes, and repetitive web marketing tasks to save time.
- Small Businesses:Automate routine admin tasks like scheduling, data entry, and basic customer workflows.
- Enterprises:Scale web-based automation and integrate agents into CRM/workflow systems with custom SLAs and support.
Pricing Plans
Basic personal use plan with limited sessions and automations.
- ✓~5 free sessions per day (reported)
- ✓Up to ~5 parallel sessions (reported)
- ✓1 automation (reported)
- ✓Access to basic Proxy interface and templates
Paid plan for heavier personal use — unlimited sessions and expanded automations.
- ✓Unlimited sessions (reported)
- ✓Up to ~20 parallel sessions (reported)
- ✓Up to ~20 automations (reported)
- ✓Priority/expanded usage limits and templates
Custom pricing for enterprise integrations, SLAs, and high-volume deployments.
- ✓Custom integration and onboarding
- ✓Dedicated support and SLAs
- ✓Higher concurrency and automation quotas
- ✓Security, compliance and enterprise deployment options
Pros & Cons
✓ Pros
- ✓Autonomous web navigation and robust browser-based interaction (operates inside web contexts).
- ✓Long-term memory and LMLM architecture for skill acquisition and improving over time.
- ✓Template Studio / Template Hub for reusable workflows and community templates.
- ✓Proxy Lite (open-weights) enables local experimentation and developer adoption.
- ✓Strong enterprise potential (Salesforce acquisition aligns product with Agentforce integrations).
✗ Cons
- ✗Official website sometimes inaccessible (403 observed) and pricing page scraping failed.
- ✗Learning curve for advanced features and template authoring.
- ✗Anti-bot/anti-scraping defenses on target sites can complicate automation reliability.
- ✗Some reported feature gaps early on (e.g., limited file-upload in UI, occasional task pauses).
Compare with Alternatives
| Feature | Convergence | Magical Agentic AI | GPTBots |
|---|---|---|---|
| Pricing | $20/month | N/A | N/A |
| Rating | 8.3/10 | 8.1/10 | 8.0/10 |
| Browser Automation Depth | Yes | Partial | Partial |
| Long-Term Memory | Yes | No | Partial |
| Template Ecosystem | Yes | Partial | Yes |
| Parallel Sessions | Yes | Yes | Yes |
| Open Model Support | Partial | No | Partial |
| Human-in-Loop | Yes | Partial | Partial |
| Adaptation & Recovery | Yes | Yes | Partial |
| Governance & Visibility | Partial | Yes | Partial |
