Memori Labs (formerly GibsonAI) vs Agent.so

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.

Agent.so puts hundreds of role-specific AI agents and a custom agent builder behind one login. You chat with pre-built experts spanning marketing, coding, tutoring, and dozens of other fields, create your own agents in seconds without code, and train them on your files, links, and sitemaps. The platform routes chats through models from OpenAI, Anthropic, Google, Meta, xAI, DeepSeek, and other labs so you are not tied to a single chatbot subscription.

Most agent builders hand you a blank canvas and expect you to wire prompts yourself. Agent.so front-loads the library with 250+ ready-made agents, an Apps Hub for one-shot tasks like subject lines and ad copy, and a Shards currency for pay-as-you-go access to advanced models and skills. That structure suits people who want specialist chats on day one rather than a week of setup.

Freelancers, consultants, and small teams use Agent.so for marketing drafts, coding help, and training agents on client knowledge bases. Agent Plus costs $19 per month at the early-access rate (regular $29) and includes unlimited messages, custom agent training, and 3,000 monthly Shards. A free tier remains available with conversation depth limits and caps on how many custom agents you can run at once.