The AI visibility playbook

    Data-driven insights on how AI models pick which brands to recommend, what's changing this quarter, and the moves that earn share of voice across ChatGPT, Gemini, Claude, and Perplexity.

    ChatGPT's logged-out interface with the ask-anything prompt box
    FeaturedAI Search

    10 Best AI Search Engines in 2026 (Tested and Compared)

    AI search engines have replaced a chunk of what people used to do on Google: ask a question, get a synthesised answer with sources, and skip the ten blue links. These are the 10 worth using in 2026, compared side by side on what they're good at, where they fall short, and which one fits which job. The closing section covers what they mean if your brand is the thing buyers are researching.

    June 12, 202615 min read
    Read article
    ChatGPT logged-out interface with the ask-anything prompt box
    AI Search12 min read

    What Is AI Search? A Complete Guide for 2026

    AI search answers your question in written prose with citations instead of returning ten blue links. This guide covers the definition, the short history from ChatGPT to AI Mode, how the technology works, the numbers behind the shift, and what it takes for a brand to appear in the answers.

    June 12, 2026Read
    Google AI Mode tab active inside Google Search
    AI Search9 min read

    AI Search vs Traditional Search: What Actually Changed

    Traditional search returns a list of links; AI search returns a written, cited answer. We compare the two across six dimensions, from input style to how visibility is measured, and unpack what the shift means for searchers and brands.

    June 12, 2026Read
    A real llms.txt file from a major technology site
    AI Search10 min read

    The Key Technologies Behind AI Search, Explained Simply

    AI search is not one technology but a stack: language models, retrieval, embeddings, live indexes, and grounding layers. This explainer covers what each layer does and where you can see it working, written for non-engineers.

    June 12, 2026Read
    Perplexity answer naming CRM brands with numbered citations
    AI Search9 min read

    AI Search in Action: 7 Real Examples from the Major Engines

    What does AI search actually look like in use? We walk through seven real queries across the major engines, from ChatGPT product cards to Grok on breaking news. Every example ends the same way: a written answer with sources attached, and on commercial questions, a brand shortlist inside it.

    June 12, 2026Read
    Capgemini Research Institute report page on consumer adoption of generative AI for search
    AI Search8 min read

    The Benefits of AI-Powered Search (and Its Honest Trade-offs)

    AI search answers questions in seconds, synthesises across sources, and sends brands better-qualified buyers. It also gets things confidently wrong and cuts clicks to the open web. A clear look at both sides.

    June 12, 2026Read
    Wikipedia article on generative engine optimisation
    AI Search9 min read

    The Future of AI Search: Five Shifts Already Underway

    AI search is moving from answers to agents, dissolving into the tools people already use, and pulling commerce inside the answer. Citations are replacing rankings, and volatility is the new baseline. Here are the five shifts already underway and what to do about them.

    June 12, 2026Read
    Perplexity answer recommending CRMs for a small team, with named brands and numbered citations
    AI Search10 min read

    How Does AI Search Work? From Your Question to a Cited Answer

    Every AI answer is the output of a five-step pipeline: interpret, decide, retrieve, synthesise, cite. This post follows the whole process from the moment you press enter to the cited answer, and shows where it quietly filters brands out along the way.

    June 12, 2026Read
    Yext research on how AI engines decide which sources to cite
    AI Search8 min read

    Why AI Search Matters: The Numbers Behind the Shift

    A majority of consumers now say generative AI has replaced traditional search for them. Here are the numbers behind the shift, and what they mean for searchers, brands, and publishers.

    June 12, 2026Read
    Grok landing page with prompt box
    AI Search8 min read

    When to Use AI Search (and When Google Is Still Better)

    AI search wins on synthesis, comparisons, and learning. Traditional search still wins on navigation, transactions, and anything you must verify at the source. Here is the task-by-task split, with a decision table and engine picks.

    June 12, 2026Read
    Gemini landing page with the Ask Gemini prompt
    AI Search7 min read

    Where to Find AI Search Tools: Engines, Built-ins, and Monitoring

    There is no single app store category for AI search. The engines are websites, the built-ins hide inside Google, Windows, and your browser, and brands need a monitoring layer on top. This guide maps where everything lives.

    June 12, 2026Read
    A modern SEO reputation management dashboard showing brand sentiment across AI search engines
    Brand & Reputation15 min read

    SEO Reputation Management in 2026: The Updated Playbook for Google + AI Search

    SEO reputation management used to mean owning page one of Google for your brand name. In 2026 it covers two surfaces: the Google SERP and the AI-generated answers in ChatGPT, Claude, Gemini, and Perplexity, where most buyer research now happens. Here's the 8-step playbook for both, with the sentiment data and the tools that make it operational.

    June 3, 2026Read
    Honeyb homepage
    Tool Comparisons11 min read

    Search Engine Visibility Tools in 2026 (Top 7, Compared by Methodology)

    A search engine visibility tool measures how visible your domain is across the surfaces buyers use to find your category: Google rankings, AI search answers, and review platforms. The category has split in 2026. Here are the seven tools worth knowing, ranked by where they fit a modern measurement stack.

    June 3, 2026Read
    Honeyb AI visibility platform homepage
    Tool Comparisons14 min read

    Best SEO Tools for B2B Companies in 2026 (Top 12, Honestly Compared)

    A working B2B SEO stack in 2026 is no longer just keyword research and backlinks. It's AI visibility monitoring, content workflow tooling, technical site audits, rank tracking, and competitive intelligence. Here are the 12 platforms that actually move the needle for B2B teams, ranked by where they sit in a modern stack.

    June 3, 2026Read
    Honeyb homepage
    Tool Comparisons11 min read

    Best SEO Tools for SaaS Companies in 2026 (Top 8)

    SaaS-specific SEO has its own playbook: comparison content, alternative pages, integration listings, AI visibility for buyer-stage queries. The general B2B tools cover most of it, but a smaller, sharper set of tools fits SaaS economics better. Here are the 8 worth considering.

    June 3, 2026Read
    Searchmetrics homepage
    Tool Comparisons10 min read

    Enterprise SEO Firms (Agencies) That Actually Move the Needle in 2026 (Top 6)

    Enterprise SEO firms are different from enterprise SEO tools. Buyers searching for firms want services partners, not software. Here are the six agencies and consultancies with the strongest enterprise track records in 2026, what each is genuinely good at, and how to think about pairing a firm with an in-house tool stack.

    June 3, 2026Read
    A real Perplexity answer to 'best CRM for a SaaS startup with a small sales team', naming HubSpot, Pipedrive, and Zoho with stage-by-stage guidance and 10 cited sources
    Data & Research9 min read

    How Perplexity Ranks Brands Differently From ChatGPT

    Perplexity weights authoritative lists at 64% and reviews at 31%. ChatGPT leans on third-party validation and Reddit. Here's exactly how the two engines differ in how they pick which brands to recommend.

    April 30, 2026Read
    A real r/SaaS thread asking which CRM scales best, with named users sharing first-hand experience of HubSpot's pricing cliff and feature trade-offs
    Data & Research8 min read

    Why AI Models Cite Reddit More Than Your Website

    Reddit is consistently one of the most-cited sources across ChatGPT, Perplexity, and AI Overviews. Domains with millions of mentions on Reddit are 4x more likely to be cited. Here's why community signals beat your homepage.

    April 24, 2026Read
    Trustpilot brand profile for HubSpot showing 1,090 reviews, a 1.7 average rating, an AI-generated review summary, and topic clusters
    Data & Research8 min read

    The Trustpilot and G2 Effect: How Review Sites Influence AI Recommendations

    Brands with active profiles on Trustpilot, G2, and Capterra are 3x more likely to be cited by ChatGPT. Here's how review platforms have quietly become one of the strongest signals in AI brand visibility.

    April 18, 2026Read
    A real Perplexity answer to 'best CRM for a SaaS startup', recommending HubSpot as the default with Pipedrive as the lightweight alternative, broken out by company stage
    Industry9 min read

    AI Visibility for SaaS Companies: What ChatGPT Recommends and Why

    When a buyer asks ChatGPT for 'the best CRM for small teams,' three to four brands get named. Here's how SaaS companies earn those slots, what the research shows, and what to do this quarter.

    April 12, 2026Read
    A real Perplexity answer to 'best e-commerce platform for a DTC brand', naming Shopify as the default with a comparison table of Shopify Plus, BigCommerce, WooCommerce, and Miva
    Industry9 min read

    AI Visibility for E-commerce Brands After ChatGPT Shopping

    ChatGPT Shopping turned the world's most-used AI into a product discovery engine. Here's how e-commerce brands earn product card placement, why schema and reviews matter more than ever, and what changes in 2026.

    April 6, 2026Read
    Schema.org Product type documentation page showing the property table for Product
    Technical7 min read

    Does Schema Markup Help With AI Visibility?

    Yes, but the reason isn't what most teams think. Schema won't get you cited. It will determine whether the AI gets your facts right when it does cite you. Here's the version that's worth doing and the version that's busywork.

    April 1, 2026Read
    Capgemini Research Institute's 2025 'From hype to habit' report, the source of the 58% figure. Headline framing: 'AI is no longer a novelty, it's become a daily companion.'
    Data & Research8 min read

    AI Search in 2026: The Numbers Every Brand Needs to Know

    58% of consumers have already replaced Google with AI for product research. ChatGPT processes 2.5 billion prompts a day. 93% of Google AI Mode queries end without a click. Here's what the data actually means for the way you go to market.

    March 28, 2026Read
    Yext blog post titled 'How ChatGPT, Perplexity, Gemini, and Claude Actually Decide What to Cite'
    Data & Research9 min read

    How AI Models Choose Which Brands to Recommend: The Ranking Factors That Matter

    Domain authority, review profiles, Reddit mentions, page speed. Here's what the research shows about how ChatGPT, Gemini, and Perplexity actually decide which brands to cite, and which signals to stop wasting time on.

    March 5, 2026Read
    More articles
    Honeyb

    Free, instant, no signup

    See your brand through every major AI model.

    Run a free check in 30 seconds. The picture is usually different than you'd expect.

    ChatGPTChatGPT
    ClaudeClaude
    GeminiGemini
    PerplexityPerplexity
    Run free AI visibility check