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citation readiness · Page 2

125 bài viết citation-readiness

125 articles · Page 2 of 11

guideintermediate15 min read

What Is Hybrid Search?

Hybrid search combines keyword (BM25) and semantic vector retrieval, fusing both rankings to deliver higher recall and precision than either method alone.

specificationintermediate11 min read

Agent Cost Disclosure Specification

Specification for declaring per-call and per-token costs in AI agent tool manifests so cost-aware planners can budget runs and avoid Denial-of-Wallet failures.

specificationadvanced11 min read

Agent Evaluation Harness Documentation: How to Spec an Eval Suite for AI Agents

Specification for documenting an AI agent evaluation harness — eval suites, scorers, datasets, and trajectory grading that humans and docs agents can both consume.

specificationadvanced6 min read

Agent Output Validation Documentation Specification

A specification for validating AI agent outputs against JSON Schema with runtime hooks, error formats, and partial-output handling for tool builders.

specificationintermediate11 min read

Agent Versioning Documentation Specification

Specification for documenting agent tool and skill versions: semver vs date-based schemes, deprecation metadata, lifecycle states, and version negotiation patterns.

specificationadvanced9 min read

Function Calling Documentation Spec: How to Document Tools for AI Agents

Function calling documentation spec: how to describe tools, parameters, errors, and examples so AI agents can reliably invoke them in production.

comparisonadvanced8 min read

MCP vs Function Calling vs OpenAI Plugins: AI Agent Tool Integration Architectures Compared

MCP vs function calling vs plugins compared for AI agent tool integration: discovery scope, maintainability, and documentation patterns for 2026 stacks.

comparisonintermediate9 min read

Enterprise vs Startup GEO: Citation Velocity Patterns Compared Across Ten Brands

Enterprise vs startup GEO compared: citation velocity, time-to-first-citation, and budget patterns across ten branded archetypes.

guideintermediate11 min read

Government & Public Sector GEO Case Study: Earning AI Citations for .gov Content Under Plain-Language and Accessibility Mandates

How a state public-health agency engineered .gov content to earn AI Overviews and ChatGPT citations while staying within plain-language and Section 508 mandates.

comparisonintermediate8 min read

Marketplace vs Direct DTC: AI Citation Patterns Compared

Case study comparing how marketplace listings (Amazon, Etsy) versus direct DTC sites earn AI citations across ChatGPT, Perplexity, and Google AI Overviews.

guideintermediate11 min read

Nonprofit Organization GEO Case Study: Citation Lift for Mission-Driven Content

A composite nonprofit GEO case study showing how mission-driven content tripled AI citations across ChatGPT, Perplexity, and Google AI Overviews in one quarter.

frameworkintermediate8 min read

Branded vs Non-Branded Citation Share Framework

Segment AI citation share into branded and non-branded queries, measure each, and tune content tactics by maturity stage. A reporting framework for GEO leads.

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