Assistive Agent Optimisation
AAO prepares your digital infrastructure for autonomous AI agents and automated workflows — an emerging discipline for next-generation discovery.
The Agentic Discovery Paradigm
Autonomous AI agents are beginning to conduct vendor research, compile market comparisons, and execute procurement tasks on behalf of human operators. Unlike human browsers who consume visual graphics, agents ingest text, Markdown, and structured APIs. AAO prepares your website to be read, parsed, and acted upon by automated browser agents and LLM tooling without requiring human visual navigation.
Plain-Text Machine Endpoints (llms.txt)
We publish and maintain a compliant /llms.txt file at the root of your domain. This emerging community convention provides AI agents and LLM scrapers with a concise, markdown-formatted directory of your company history, UEN registration, leadership team, service definitions, and official contact channels. It drastically reduces LLM token consumption while ensuring models receive canonical, uncorrupted facts.
Model Context Protocol (WebMCP) Readiness
Anthropic's Model Context Protocol (MCP) provides an open standard for connecting AI systems directly to data sources and enterprise tools. We experiment with public WebMCP endpoints (/.well-known/mcp.json) that allow assistive agents to query service capabilities, pricing guidelines, and availability via structured JSON-RPC calls, turning your website into an interactive agent capability.
Automated Procurement Shortlisting Readiness
As enterprise buyers in Singapore and the region increasingly delegate initial supplier research to autonomous AI workflows, companies that offer machine-legible pricing parameters, compliance certifications, and contact points will be shortlisted instantly, while companies hidden behind complex PDF downloads or dynamic JavaScript barriers are bypassed.
Key Signals We Evaluate
- llms.txt
- JSON-LD Service schema
- Machine-readable contact
- WebMCP readiness
- Agent-first structured data
- API endpoints
Read the full Assistive Agent Optimisation service page — deliverables, pricing, and how engagements work.
Track assistive agent optimisation evidence and turn visibility gaps into prioritised next actions.