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?
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?
@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.
@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.
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: https://t.co/rrURBrSgKb
#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.
https://t.co/YevkEBUnDU
#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: https://t.co/bDkJyCTdHU
#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.
https://t.co/fQvAiAQCo1
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.
https://t.co/LmdqU5JPNc #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.
https://t.co/TZ1zcXTZ4W
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.
https://t.co/TZ1zcXTZ4W
#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.
https://t.co/TZ1zcXTZ4W
#GEO#AIGovernance