Best first move
Pick one educator from the table, watch one matched video, then open one hands-on resource. The aim is to leave with a working habit, project, or mental model tied to ai search.
AI learning guide
Best AI resources for AI search and deep research
Learn grounded search, citations, web research agents, and deep-research workflows.
Quick answer
How to shortlist
Compare audience, level, format, and starting point. Favor a source that matches your current role and gives you exercises, examples, docs, or code you can use immediately.
What to avoid
Avoid collecting dozens of generic AI tips. Use this guide to choose a narrow learning loop: one topic, one educator, one video, one resource, one application in your own work.
Best picks
Start here if you want the shortest route from search result to useful learning.
Pick 1
Perplexity Deep Research and Search API docs
API docs · Perplexity
You want to compare search, Sonar, Agent API, and cited research workflows from the primary source.
Pick 2
Gemini Agents Overview
Guide · Google AI for Developers
You want the official overview of Gemini managed agents, sandbox behavior, and when to use agent workflows instead of plain model calls.
Pick 3
Perplexity Sonar models
Model docs · Perplexity
You need to compare Sonar, Sonar Pro, Sonar Reasoning Pro, and Sonar Deep Research for grounded search workflows.
Pick 4
Perplexity Sonar Deep Research
Model docs · Perplexity
You want the specific Sonar Deep Research tradeoffs, pricing, and workflow fit before using it for exhaustive cited research tasks.
Pick 5
Gemini Deep Research Agent
Guide · Google AI for Developers
You want the latest official Google docs for long-running research agents, cited reports, background execution, and MCP-aware investigation workflows.
Educators and sources
| Educator / source | Best for | Skills | Start with |
|---|---|---|---|
| Growth leaders, SEO teams, founders | AI search, SEO strategy, Growth, Content systems | Read one AI search essay and update a search or content strategy hypothesis. | |
| Marketers, founders, audience researchers | AI search, Audience research, Marketing strategy, Content quality | Use AI as an analysis assistant after gathering audience data, not as a substitute for research. |
Resources
Perplexity Deep Research and Search API docs
API docs · Perplexity · Intermediate
You want to compare search, Sonar, Agent API, and cited research workflows from the primary source.
Gemini Agents Overview
Guide · Google AI for Developers · Intermediate
You want the official overview of Gemini managed agents, sandbox behavior, and when to use agent workflows instead of plain model calls.
Perplexity Sonar models
Model docs · Perplexity · Intermediate
You need to compare Sonar, Sonar Pro, Sonar Reasoning Pro, and Sonar Deep Research for grounded search workflows.
Perplexity Sonar Deep Research
Model docs · Perplexity · Intermediate
You want the specific Sonar Deep Research tradeoffs, pricing, and workflow fit before using it for exhaustive cited research tasks.
Gemini Deep Research Agent
Guide · Google AI for Developers · Intermediate to advanced
You want the latest official Google docs for long-running research agents, cited reports, background execution, and MCP-aware investigation workflows.
Perplexity Agent API models
Model docs · Perplexity · Intermediate
You need Perplexity's current multi-provider model table for grounded agent workflows and fallback behavior.
Perplexity Search API
API docs · Perplexity · Intermediate
You need ranked web results and domain filtering rather than only generated summaries.
Perplexity MCP server overview
Guide · Perplexity · Intermediate
You want Perplexity's official MCP path for bringing grounded search into agent workflows and tool-connected research setups.
Growth Memo
Newsletter · Kevin Indig · Beginner to intermediate
Use this when you want Kevin Indig's material for ai search and related AI skills.
SparkToro
Blog · Rand Fishkin · Beginner to intermediate
Use this when you want Rand Fishkin's material for ai search and related AI skills.
Questions this guide answers
Which official docs are best for AI search and grounded answers?
Use the educator table, videos, and resources above to compare options by topic fit, depth, and format. A good choice gives you a concrete next step: a course module, code example, video walkthrough, project, or workflow you can try today.
How do I compare Perplexity, Gemini Deep Research, and other research-oriented tools?
Use the educator table, videos, and resources above to compare options by topic fit, depth, and format. A good choice gives you a concrete next step: a course module, code example, video walkthrough, project, or workflow you can try today.
What should I learn before building cited research workflows?
Use the educator table, videos, and resources above to compare options by topic fit, depth, and format. A good choice gives you a concrete next step: a course module, code example, video walkthrough, project, or workflow you can try today.