Senso

Your support bot, your website, and your sales team give three different answers. AI agents are now broadcasting that inconsistency at scale. @karpathy just built a personal wiki using LLMs to solve this for himself. Called it "a hacky collection of scripts." Said there's room for an incredible new product. We built it — for organizations. It's called Context OS. When your agent gets it wrong, do you even know which source it pulled from?

Try out Context OS. $100 free credits to build your self-healing knowledge base inspired for organizations and teams, inspired by @karpathy

@startupideaspod The unlock isn't just AI tools, it's having one source of truth all your agents share. Fragmented knowledge breaks the leverage. The companies compounding fastest have a knowledge base that's always current.

Sam Altman predicted the first one-person billion-dollar company. Matthew Gallagher built a $401M company in year one with $20,000, AI tools, and zero employees. This year he's on track for $1.8B. With 2 people. The playbook has changed: Old path: - Come up with an idea - Fundraise from friends or VCs - Hire a team - Build the product - Hope it works New path: - Start with an audience (X, Instagram, TikTok) - Vibe code something for that audience - Build a community around it - Automate fulfillment with AI agents - Repeat That's the new barrier to entry is a laptop and an idea.

@levie Exactly what we built Senso around. Organizational truth can't live in model weights — it's too access-controlled, too dynamic. The context layer has to be structured, governed, and always current.

One of the core things we’re going to have to contend with in AI is that even the most advanced models in the word can’t have all the relevant knowledge needed to be useful, because everyone has different use-cases and ways they’ve designed their workflows. Perhaps most importantly, as you get into the enterprise, everyone has entirely different access levels to corporate knowledge and information. Continual learning at the model layer, even at a single enterprise level, is near impossible because every user knows and has access to something different than another user. This isn’t like coding where by and large most developers can access all the relevant stuff to their job. On a single banking team, bankers have entirely different sets of documents they’re ever allowed to see. Sanitizing this is hard and having the model keep secrets is impossible. This is why the context layer is going to always be the core part of the AI stack for applied use cases to turn general models turn into useful agents. Can’t fight the physics on this one.

AI is not just learning from your website. 85% of brand mentions in AI answers come from external domains. That’s the layer Citeables was built for. Request an invite: citeables.com/?utm_source=Li… #AIVisibility #AgenticWeb #Citeables #LLM #Chatgpt #Claude #Anthropic #AISEO #GEO

Discovery has moved beyond your website. AI systems shape what buyers learn about you by pulling context from across the web, not just your homepage. So we built dedicated offsite domains. Read the launch: linkedin.com/pulse/infrastr… #AI #GEO #AISEO #AEO #SEO #LLM #AIDiscovery

Discovery is expanding beyond your website. When people ask AI to compare products, explain policies, or recommend solutions, it pulls context from across the internet, not just your homepage. That’s why offsite domains matter. senso.ai/offsite-domain… #AIVisibility #AISearch

Two audiences now use the web: people + AI systems. People browse your site. AI pulls context across the internet to answer. That’s why Senso launched offsite domains: structured, governed context where AI already looks. Explore: senso.ai/offsite-domain… #GEO #LLMVisibility

Websites were built for humans. Agents don’t browse, they retrieve + execute. Offsite pages are agent-ready destinations: human-readable, machine-structured for clear context, accurate citations, predictable actions. lnkd.in/gaytDQbU

Autonomous Agents Hackathon (SF) Feb 27 9:30a–7:30p $47K+ prizes Not a demo day, teams ship working agents in 1 day. Apply: luma.com/sfagents #AutonomousAgents #AIHackathon #SF #AgenticAI #Senso #hackathon

Agents (Claude Code, Codex) web-search nonstop. If your content isn’t structured, they infer. That’s where hallucinations + citation drift start. GEO was only step one. Now it’s agent-first content. #GEO" target="_blank" rel="nofollow noopener">geo.senso.ai/#GEO #AgenticAI #LLM

Most agent stacks audit the output, not the chain. One bad retrieval early compounds downstream. Observability is step-level visibility tied to brand ground truth, not public noise. Senso is building that layer. #AIObservability

Agent-led buying moves discovery upstream. The shortlist forms before a human sees the options. If your product truth can’t be retrieved, parsed, and compared cleanly, you get filtered out before the UI renders. Senso helps teams measure and manage that layer. #LLMVisibility

Nothing stops AI from misrepresenting your brand today. AI doesn’t judge intent, it rewards what looks consistent and credible. Narrative control now = making your truth loud enough to out-rank the noise. #NarrativeControl #AIInfrastructure #GEO

Agents are starting to make decisions inside chat interfaces. They don’t infer intent. They act on what’s unified and verified. If your information isn’t structured that way, decisions still happen. Just without your control. geo.senso.ai

Radiology didn’t lose jobs when analysis was automated. - It hired more. - Tasks got cheaper. - Capacity expanded. - Humans stayed accountable. That’s the real effect of automation most teams miss.

AI drift happens when truth lives in fragments. When there’s no single source of ground truth, models fill the gaps. That’s not a tooling issue. It’s a governance issue. #GEO #AIGovernance

The web isn’t going away. The interface is becoming conversational. When agents sit between people and information, structure matters more than ever. geo.senso.ai #GEO #AIGovernance

AI is now the interface for discovery, commerce, and support. When verified ground truth isn’t accessible, drift isn’t a bug. It’s the default. geo.senso.ai #GEO #AIGovernance