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Insights on AI, automation and search

Guides for the person who signs off the budget: what AI work costs, which tools fit and how to get cited in AI answers. Every article opens with a short answer and shows the date it was last checked.

Updated

Rows of wooden card catalog drawers with metal label holders, one handwritten label sharp in the foreground.

Search

How to get your company cited by ChatGPT, Perplexity and AI Overviews

To get cited by ChatGPT, Perplexity and Google AI Overviews, first let their search crawlers in: Googlebot, OAI-SearchBot, PerplexityBot and Claude-SearchBot, with every word in the server-rendered HTML. Then publish pages that answer buyer questions directly, with sourced numbers, tables and plain definitions. Keep your company name and description identical everywhere, earn real mentions on pages these tools already cite, and track impressions, citations and AI referrals every month.

Published . A 10-minute read.

A highway interchange at night seen from straight above, its ramps looping over and under one another.

Search

GEO vs AEO vs SEO: what is actually different

SEO earns rankings and clicks in search results. AEO (answer engine optimization) shapes pages so a search feature or assistant can lift a direct answer. GEO (generative engine optimization) aims to get your content retrieved and cited inside AI-written answers in ChatGPT, Perplexity and Google AI Overviews. Most of the work is shared, and Google says optimizing for its AI features is still SEO. What differs is the scoreboard, the query shape and the weight of off-site mentions.

Published . A 9-minute read.

Earlier articles, newest first

Costs, tool comparisons, build guides and search work. Each one names the tools, prices and durations it is talking about, so you can check them.

  1. Railway tracks splitting and crossing in a wide rail yard in thick fog, with a signal gantry and a train's headlights far off.

    AI systems

    AI agents vs workflow automation vs chatbots: how to pick

    Use workflow automation when you can write every step and every rule before the work arrives. Add an AI step inside that workflow when one step needs to read language, such as sorting an email or pulling fields from a PDF. Use a chatbot or assistant when people need answers from your documents. Use an AI agent only when the path cannot be drawn in advance and the work needs several tool calls with judgment between them.

    Published . An 11-minute read.

  2. A wall of pale pipes running side by side, each turning down at a different point in a stepped pattern.

    Automation

    n8n vs Make vs Zapier: choosing an automation platform in 2026

    Pick Zapier when non-technical staff will build and own short automations across many SaaS apps. Pick Make when an operations lead builds branching, data-heavy scenarios and watches cost per step. Pick n8n when you have technical help, run long or high-volume workflows, or need to self-host, because it bills per workflow run instead of per step. We checked every price below on the vendors' sites on October 28, 2026.

    Published . An 11-minute read.

  3. Freestanding library bookshelves in a receding row on a polished floor, light catching the ends of the shelves.

    AI systems

    How to build a company knowledge assistant that cites its sources

    A company knowledge assistant uses retrieval-augmented generation (RAG): it searches your approved documents, hands the best passages to a language model, and answers with links to the passages it used. Most of the work is document preparation, permissions and testing, not the model. Plan on 5 to 7 weeks for one well-kept source, 8 to 12 weeks for several sources with permissions, and $15,000 to $75,000 to build, with hosting and model usage on top.

    Published . A 10-minute read.

  4. An airport runway at dusk, its rows of edge and approach lights running toward a pale band of sky.

    Strategy

    AI readiness assessment: the checklist we use and how to score it

    An AI readiness assessment checks whether a company can start an AI build in the next 90 days without wasting the budget. Ours scores 25 checks from 0 to 2 across 5 areas: strategy and ownership, data, systems, people, and risk. A total of 20 to 34 out of 50 supports one contained pilot. Below 20, fix ownership and baselines first. Any area under 4 out of 10 caps you at a pilot.

    Published . An 11-minute read.

  5. Pressure gauges and a valve handle on a gas cylinder regulator, seen close up.

    Operations

    How to measure the ROI of AI automation, running costs included

    To calculate the ROI of AI automation, measure the baseline before you build, then compare 12 months of benefit with the one-time cost plus 12 months of running costs. Count hard savings, freed capacity and new revenue as separate lines. Include model usage, platform fees, monitoring and human review time. Report payback in months next to the percentage, and always show the cash-only figure as well.

    Published . A 10-minute read.

  6. An empty conference room with a long table and high-backed chairs in front of floor-to-ceiling windows.

    Strategy

    Fractional chief AI officer: what the role covers and what it costs

    A fractional chief AI officer is a senior leader who owns your AI decisions on a part-time retainer, usually 1 to 3 days a week or a few days a month. They set priorities, review vendors and spend, write the rules for staff use and get the first workflow into production. Public 2026 retainers run from $3,000 to over $30,000 a month; ours run $4,000 to $15,000. Hire one when AI decisions pile up and nobody senior owns them.

    Published . A 10-minute read.

  7. A two-lane road curving around a hillside, with a metal guardrail on wooden posts along its outer edge.

    Strategy

    AI acceptable use policy template for employees

    An AI acceptable use policy tells staff which AI tools they may use, which data may go into them, what a person must check and what must be disclosed. The template on this page covers those rules in 12 short clauses you can adapt today. Pair it with approved business accounts, because a policy that only bans pushes use onto personal accounts you cannot see. It is a starting point, not legal advice.

    Published . An 11-minute read.