Observed Signal · May 14, 2026 · Product Launch · Source: https://martechseries.com/feed/ · Impact: 2/5 · Sentiment: Positive
Liminary Launches Meeting Companion and AI Research Agents
Liminary announced two new tools—Meeting Companion and AI Research Agents—positioning the company as a persistent memory layer for enterprise AI that retains and applies context over time. The company published benchmark results on 100 real-world research questions claiming higher retrieval and multi-document question-answering accuracy versus leading systems (including ChatGPT 5.4 + Google Drive, Ask Gemini, and Claude Projects / Opus 4.7). Meeting Companion integrates live recall, automated note enrichment, citationable collections, and gap detection during meetings. AI Research Agents let non-technical users create scheduled, recurring research assistants that run on a user-owned memory graph without code or engineering setup. Liminary said the release coincides with its Product Hunt debut and highlighted that its team includes former employees of Dropbox, Microsoft, Google, and Hulu. Founder and CEO Sarah Andrabi is quoted outlining the product philosophy.
A startup product release that improves enterprise AI retrieval and meeting intelligence; relevant to martech workflows and knowledge management but not a major platform or regulatory development.
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Key Takeaways & Evidence Grounding
- Liminary announced two new tools: Meeting Companion and AI Research Agents.
- Liminary published a benchmark on 100 real-world research questions showing higher retrieval and QA accuracy versus ChatGPT 5.4 + Google Drive, Ask Gemini, and Claude Projects / Opus 4.7.
- Meeting Companion provides live recall, automatic note self-enrichment, searchable/citable collections, and gap-detection during meetings.
- AI Research Agents run on a user-owned memory graph and can be created without code, running on a recurring schedule and surfacing findings into client projects.
- Liminary launched on Product Hunt and the team includes former employees from Dropbox, Microsoft, Google, and Hulu.
Connected Companies & Entities
4 Entities mappedOntology Mapping & Concepts
Related Market Signals & Shifts
Recent verified developments and strategic activity across this market segment.
Contentsquare Unveils AI Tools to Enhance Customer Journey Insights
Contentsquare expanded its experience-intelligence platform with new AI agent and analytics capabilities to track customer journeys across LLMs, ChatGPT apps, web and mobile. The update includes Sense Analyst, a configurable analytics agent that delivers contextualized, scheduled insights and a customizable Newsroom. Contentsquare added visibility into activity inside ChatGPT apps and prompt analytics, new LLM traffic analytics to distinguish AI-driven from human visitors and measure navigation and conversion, and a conversation intelligence solution (powered by its Loris acquisition) that captures support tickets, calls and in-product chats enriched with reviews and social signals. The company also exposed experience data to external AI assistants (Claude, Cursor, Microsoft Copilot) using the Model Context Protocol (MCP). The platform updates were unveiled at CX Circle London.
Liminal Unveils Game-Changing Tools for Sales and Strategy
Liminal announced four major product releases—Team Spaces, Insights Agent, Target Account Lists, and Coach AI—at its annual CEO Summit in Palm Springs, attended by more than 100 CEOs and senior leaders. The features run on Liminal’s Living Graph, a verified knowledge architecture that maps 2.5 million entities across identity, fraud, and cybersecurity, with signals validated by an internal Analyst Desk. The releases extend the platform from strategic analysis into collaborative workspaces, agentic insight generation, precision account targeting, and real-time sales coaching. Liminal and customer quotes claim faster decision-making and higher win rates, while the company positions verified, domain-grounded intelligence as a corrective to unverified generative-AI outputs.
ClickUp Launches Brain2: Company-Aware AI
ClickUp announced Brain 2, a reimagined core AI platform that the company says has full awareness of a customer’s company knowledge—tasks, docs, decisions, relationships and conversations—to power answers, execution and collaboration across teams. ClickUp describes Brain 2 as ‘multiplayer’ by default, with persistent, organization-wide memory, the ability to spin up AI agents, and integrations with tools such as Gmail, GitHub, Figma and Slack. The product routes between frontier models (Claude, GPT, Gemini) or lets users choose a model, injecting company context into each request. ClickUp reported that, in blind head-to-head evaluations on real work tasks, users preferred Brain 2 100% of the time over standalone ChatGPT and Claude. The announcement emphasizes enterprise security and compliance (SOC 2, ISO 42001, HIPAA, GDPR).
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