Memori Labs (formerly GibsonAI) vs Starizon AI

Memori Labs builds agent-native memory infrastructure that captures each agent run and chat turn as structured facts, preferences, rules, and summaries inside SQL databases you already operate. Drop the Memori SDK into existing agent code and the layer classifies what to remember, recalls only relevant context, and explains why each memory surfaced in a prompt.

Vector-only memory stacks replay long chat histories or bolt on separate search services. Memori stores memory in relational tables, runs targeted recall across conversations and documents, and adds semantic search only when phrasing gets fuzzy. The team reports 87 percent accuracy on LoCoMo with 97 percent fewer tokens than full-context retrieval, which matters when production agents run thousands of sessions per day.

The open-source Memori engine on GitHub pairs with Memori Cloud for teams that want a hosted API without wiring storage themselves. Production plans start at $60,000 per year for a single agent, with enterprise contracts for multi-agent fleets, SLAs, and forward-deployed engineering.

Starizon AI is a browser-based AI assistant integrated as a Chrome extension that automates web tasks such as data extraction, monitoring, and multi-step workflows. It operates within the browser side panel, enabling users to interact with the current webpage through chat, summarize content, extract structured data, and execute complex automation with human oversight.

What sets Starizon AI apart is its Agent S6 automation engine, which allows users to describe goals in natural language and perform multi-step web actions with optional human-in-the-loop checkpoints for sensitive tasks. The tool also supports saving and replaying extraction and automation runs on similar pages, enhancing efficiency for repetitive workflows.

Starizon AI offers seamless integration with popular apps like Notion, Gmail, and Google Sheets through Toolkits and Skills, and emphasizes privacy by allowing users to bring their own AI API keys (BYOK). It manages AI usage via a token system with generous monthly limits and currently supports Google Chrome, with plans to expand to other Chromium-based browsers.

Overall, Starizon AI streamlines web-based workflows by combining intelligent data extraction, real-time monitoring, and customizable automation in a single, user-friendly browser panel, making it a practical assistant for professionals and businesses aiming to reduce manual web interactions.