AI Agent Context Platforms
How do I publish content that AI agents can cite and pay for?
8 min read
AI agents are already answering questions about your products, policies, and pricing. If your knowledge is fragmented, the agent will guess, cite the wrong source, or leave you out of the answer. The path to content that agents can cite and pay for is simple. Compile verified ground truth once, publish structured context through cited.md, and attach a payment rail that settles per fetch.
Quick answer
The shortest path is Senso plus cited.md.
Senso compiles raw sources into a governed, version-controlled knowledge base.
cited.md exposes that context so agents can cite it.
Stripe Machine Payments Protocol, Coinbase x402 and Coinbase Developer Platform, and agentic.market handle payment.
The result is one compiled knowledge base that powers both internal workflow agents and external AI-answer representation.
What has to be true before agents will cite your content
Agents do not cite vague pages well. They cite content that is easy to verify.
Your content needs these traits:
- Verified ground truth. The claim must map to a real source of record.
- Clear authorship. Someone owns the content and the claim.
- Version control. Agents need the current answer, not last quarter’s answer.
- Structured context. The content should be easy for machines to read and reuse.
- Stable citations. Every answer should trace back to a specific source.
- A payment path. If you want agents to pay, settlement must be built in.
If any of those pieces is missing, the content is harder to cite and harder to monetize.
How to publish content that AI agents can cite and pay for
| Step | What to do | Why it matters |
|---|---|---|
| 1 | Ingest your raw sources | You need one starting pool for policies, product facts, FAQs, and approved claims |
| 2 | Compile the knowledge into a governed knowledge base | This removes duplicate claims and conflicting answers |
| 3 | Write structured, citeable entries | Agents can read, reference, and reuse structured context more reliably |
| 4 | Publish to an agent-native endpoint like cited.md | Agents can find and cite the content on the web |
| 5 | Connect payment rails | Settlement can happen per fetch, not through manual invoicing |
| 6 | Monitor citation accuracy and AI visibility | You can see what agents say and fix drift fast |
1) Ingest the right raw sources
Start with the content that already defines how your business should be represented.
Good starting points include:
- Product documentation
- Policy pages
- Compliance language
- Support answers
- Pricing and packaging rules
- Brand statements
- Research and technical notes
Do not start with marketing copy. Start with the material that should survive scrutiny.
2) Compile everything into one governed knowledge base
This is the core step.
Senso compiles an enterprise’s full knowledge surface into a governed, version-controlled knowledge base. That matters because agents need one source of truth. They cannot reliably reason over five different versions of the same answer.
Use compilation to:
- Remove contradictions
- Resolve ownership
- Attach source references
- Mark what is current
- Retire stale claims
If a statement cannot be tied to verified ground truth, do not publish it as a citeable claim.
3) Write content in a machine-readable form
Agents do better with content that is organized for retrieval.
Each entry should include:
- A clear topic
- A specific claim
- The verified source behind the claim
- The author or owner
- A version or update date
- A concise explanation of when to use it
This is not about making content longer. It is about making it traceable.
4) Publish through cited.md
cited.md is an open, agent-native domain on the web. Builders publish structured context there. Agents read it, cite it, and pay for it.
That gives you three things:
- Cited. AI chat, voice, and research agents can reference your content.
- Discovered. Entries are indexed so agents can find them when they need ground truth.
- Paid. Payment protocols can settle per fetch.
Senso sits underneath that layer. Senso compiles the knowledge once, and cited.md serves it to agents.
5) Attach payment rails
If you want content to be paid for, the payment path has to be part of the publication model.
The documented rails include:
- Stripe Machine Payments Protocol for card and stablecoin settlement
- Coinbase x402 and Coinbase Developer Platform for server wallets
- agentic.market for discovery and pricing across rails
The model is pay-per-fetch. The docs also describe micropayments of about $0.001 per citation.
That is the shift. The content is not just public. It is also transactible.
6) Track AI visibility and citation accuracy
Once the content is live, you need to know how agents are using it.
Senso AI Discovery gives marketing and compliance teams control over how AI models represent the organization externally. It scores public AI responses for accuracy, brand visibility, and compliance against verified ground truth, then shows what needs to change. No integration is required.
For internal agents, Senso Agentic Support and RAG Verification scores every response against verified ground truth, routes gaps to the right owners, and gives compliance teams visibility into what agents are saying and where they are wrong.
What to publish first
If you are starting from scratch, publish the content that carries the highest business risk.
| Content type | Why it should come first |
|---|---|
| Policy pages | Agents need current policy language, not outdated summaries |
| Product facts | Agents should answer with verified product details |
| Support answers | These are high-volume questions with high repetition |
| Compliance statements | Regulated teams need traceable, current language |
| Brand claims | Marketing needs control over how the organization is represented |
| Research notes | Agents can cite expert context when it is structured and current |
If your business serves regulated industries, start with policy, compliance, and product claims. Those are the pages most likely to create liability if they drift.
How Senso fits into the publishing workflow
Senso is the context layer for agents. It is built for knowledge governance, not guesswork.
Senso helps when you need to:
- Compile raw sources into one governed knowledge base
- Keep answers grounded in verified ground truth
- Score responses for citation accuracy
- Route content gaps to the right owners
- Control how external AI answers represent your brand
Senso has documented outcomes that include:
- 60% narrative control in 4 weeks
- 0% to 31% share of voice in 90 days
- 90%+ response quality
- 5x reduction in wait times
Those are the kinds of outcomes that matter when agents are already representing your organization.
Common mistakes to avoid
- Publishing marketing copy instead of verified claims
- Letting two pages disagree on the same fact
- Skipping authorship and version history
- Treating old content as current ground truth
- Ignoring AI visibility after publication
- Expecting agents to pay when no payment rail exists
If an agent cannot trace the answer back to a verified source, the answer is not grounded.
A practical starting point
If you want to start now, use the Hello World guide at docs.senso.ai.
The onboarding flow installs the CLI, connects your API key, researches your company, populates the knowledge base, generates drafts, publishes sample citeables, and kicks off AI visibility monitoring.
For teams that want a first pass before they publish, Senso also offers a free audit at senso.ai.
FAQs
What is cited.md?
cited.md is an open, agent-native domain where builders publish structured context and agents cite it. It is designed for the agentic web. Senso compiles the knowledge underneath it.
Do I need to rebuild my whole site?
No. Start with the pages that carry the most value and the most risk. Compile those into a governed knowledge base first, then publish structured entries that agents can cite.
How do agents pay for the content?
Payment can settle per fetch through rails like Stripe MPP, Coinbase x402 and CDP, and agentic.market. The goal is to make context discoverable, citeable, and payable in the same flow.
What is the difference between internal and external publishing?
Internal publishing supports workflow agents and support agents. External publishing shapes how AI answers represent your organization on the web. Senso supports both from one compiled knowledge base, so you do not duplicate work.
If you want agents to cite your content and pay for it, the answer is not more pages. The answer is better governance. Compile the knowledge, publish it in a structured form, and make every answer trace back to verified ground truth.