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Understand it first, then decide whether to build.

Long form explanations of AI agents, workflow automation and what sits underneath them. Written for the owner or operations lead weighing up a build, and kept tool neutral, so nothing here is a pitch for software we happen to sell.

Topics

Diagram: one card in two parts. The top section is a page with three lines of content in it. Below a heavier rule, five stacked layers run to the foot of the card. Two probes drop in from above: the grey one stops flush with the rule where the page ends, and the orange one carries on through every layer, marking each boundary it crosses, and finishes near the bottom.

GEO Snapshot vs Detailed SEO Extension: Fast On Page Snapshot vs Full AI Audit

Diagram: five search result rows stacked on the left, each with a title, a description line and three small number chips beneath it. The third row is picked out in orange, and a dotted curve leads from it to one tall card on the right, which shows that same page opened up with a heading and seven findings, each carrying its own marker.

GEO Snapshot vs SEOquake: SERP Overlay vs Page Level AI Audit

Diagram: a large ring gauge filled to about four fifths, with a single page sitting inside it. The page has an orange border and a solid heading bar, but its four lines of body content are drawn as dotted outlines rather than as text.

GEO Snapshot vs MozBar: Domain Authority vs AI Readiness

Diagram: five crawlers on the left, each on its own lane running toward a tall card on the right that stands for the site. A vertical gate sits between them, open at four lanes and closed at the middle one. Four crawlers reach the site and appear inside it as filled dots. The middle one is stopped dead at the gate in orange, and the slot it would have filled inside the site is left as an empty dotted ring.

GEO Snapshot vs Ahrefs SEO Toolbar: On Page Checks vs AI Crawler Access

Screenshot: the GEO Snapshot panel open on its AI access tab, showing a score of 90, a page readable without JavaScript at 1,082 of 1,093 words, none of the sixteen AI crawlers disallowed, and robots.txt, llms.txt and the sitemap all found.

Introducing GEO Snapshot: Audit Any Page for AI Search in One Click

Diagram: three horizontal lanes with four steps placed across them and the connections crossing from lane to lane, one step highlighted.

Workflow automation

Workflow mapping: a practical guide

Diagram: four existing items inside a dashed boundary, and a curve leading out of it to one more item, highlighted, that sits outside the set.

What is generative AI?

Diagram: a stack of incoming requests feeding four process steps, the third carrying a check mark, with a return path looping back to an earlier step.

What is business process automation?

Diagram: three pairs of input and output above a dashed rule, then a fourth pair below it where only the input was given and the output is highlighted.

What is artificial intelligence?

Diagram: points scattered across a space, one of them ringed as the query, with a dashed radius around it and leads out to its three nearest neighbours.

Vector databases explained

Diagram: four solid steps rising left to right, each tread carrying one more dot than the last, with the top step highlighted.

Types of AI agents explained

Diagram: a single run of twelve steps that wraps across three rows, turning back on itself at each end, with one step highlighted.

Workflow automation

The complete workflow automation guide

Diagram: a cutaway of an agent showing four internal bands, the third of them reaching outside the case to three separate tools.

The complete guide to AI agents

Diagram: a matrix with systems listed down the left and across the top, most cells empty, a handful filled and one highlighted.

The AI integrations guide

Diagram: a question dropping into a store of many documents, three of them marked, with curves carrying those back up into an answer card that carries a citation chip.

RAG explained: retrieval augmented generation

Diagram: a template card with dashed empty slots where the specifics go, one slot filled, and two completed copies stacked behind it.

Prompt templates for business

Diagram: three attempts stacked down the frame, each with a longer and more specific input on the left and a fuller output on the right, the third highlighted.

Prompt engineering basics

Diagram: four tools of different shapes, each on a stem ending in an identical plug, above a host with a row of matching sockets and one plug seated in place.

MCP explained: model context protocol

Diagram: an open glossary entry with a bracket dropping from it into the five process steps it names, one step highlighted, and a closed entry beneath.

Business automation glossary

Diagram: loose ragged lines of unstructured text feeding a central node, which sends out four evenly fielded rows.

Workflow automation

AI workflow automation explained

Diagram: two panels side by side. On the left one input passes through a fixed gate to a single output. On the right the same input reaches a decision point and splits three ways.

AI vs automation: what’s the difference?

Diagram: an indented outline of sources, two top level sections each branching into nested items, with one nested item highlighted.

AI knowledge bases: a complete guide

Diagram: three large letter blocks, A, E and M, each with one glossary entry beside it, a heading and three lines of definition, and the middle heading highlighted.

AI glossary: key terms explained

Diagram: one glossary entry with its definition, joined by curved leads to four other entries it depends on, one of them highlighted.

AI agent glossary