惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

腾讯CDC
aimingoo的专栏
aimingoo的专栏
S
SegmentFault 最新的问题
A
About on SuperTechFans
Engineering at Meta
Engineering at Meta
宝玉的分享
宝玉的分享
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
博客园 - 叶小钗
WordPress大学
WordPress大学
N
Netflix TechBlog - Medium
MyScale Blog
MyScale Blog
Stack Overflow Blog
Stack Overflow Blog
Microsoft Azure Blog
Microsoft Azure Blog
博客园 - 聂微东
M
MIT News - Artificial intelligence
F
Fortinet All Blogs
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
Blog — PlanetScale
Blog — PlanetScale
T
Tailwind CSS Blog
Recent Announcements
Recent Announcements
Jina AI
Jina AI
大猫的无限游戏
大猫的无限游戏
Apple Machine Learning Research
Apple Machine Learning Research
J
Java Code Geeks

Hacker News: Show HN

PurrrrrFocus: Pomodoro Timer App - App Store Workflow Engine — Multi-Step Orchestration for Bun RapidPhoto: Pro Photo Editor App - App Store GitHub - DheerG/swarms: Achieve extraordinary results with claude code across a variety of tasks SPICE simulation → oscilloscope → verification with Claude Code — Lucas Gerads Show HN: VCoding – A 5 MB native Windows IDE with no dynamic dependencies Show HN: LLMs don't hallucinate because they're bad at math, it's the format GitHub - Agent-FM/agentfm-core: AgentFM is a peer-to-peer network that turns everyday computers into a decentralized AI supercomputer. AgentFM lets you run massive AI workloads directly across a global mesh of idle CPUs and GPUs. Show HN: Tracking Top US Science Olympiad Alumni over Last 25 Years GitHub - Potarix/agent-hub: One place to talk to all your agents Show HN: Runtime security for AI agents(injection,tool abuse, data exfiltration) GitHub - dubeyKartikay/lazyspotify: Terminal Spotify client for macOS and Linux GitHub - the-banana-tool/king-louie: Easy to use GUI Personal AI Assistant. Win/Linux/Mac. Show HN I made my vacation rental bookable by AI agents–no Airbnb, 0% commission GitHub - basteez/jsf-autoreload: maven plugin to enable hot reload on jsf projects uvm32/hosts/host-gdbstub at main · ringtailsoftware/uvm32 GitHub - labsai/EDDI: Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus. GitHub - glitchnsec/fortyone-oss: AI Executive Assistant Platform Quickstart | Alien GitHub - muxshed/shed: One stream in, or many. Every destination, simultaneously. No cloud middleman, no per-channel fees, no limits. GitHub - ocrbase-hq/ocrbase: 📄 PDF/IMG ->.MD/JSON Document OCR API for PaddleOCR and GLMOCR. Self-hostable. GitHub - impactjo/home-memory: MCP server that lets your AI assistant remember everything about your home. GitHub - Sets88/dbcls: DbCls is a powerful terminal database client that supports various databases GitHub - neptun2000/heor-agent-mcp GitHub - SeanFDZ/macmind: Single-layer transformer in HyperTalk for the classic Macintosh RollQuation: Math Puzzles - Apps on Google Play GitHub - dropbox/witchcraft Show HN: Agent-cache – Multi-tier LLM/tool/session caching for Valkey and Redis GitHub - opentalon/opentalon: OpenTalon is an open-source platform built from the ground up in Go as a robust alternative to OpenClaw LinkedIn™ 职位抓取工具 - Chrome 应用商店
BrandLM.AI: See how AI answers about your brand
BrandLM.AI · 2026-06-15 · via Hacker News: Show HN

LLM Brand Audit

Does it answer with your brand?

A one-time AI visibility audit that shows whether ChatGPT, Claude, Perplexity, and Google AI recommend your brand, and what to fix next.

One-time paid audit. No monthly subscription required.

Animated demo: the question “What are the best running shoes for marathon training?” is asked on five AI platforms. In each answer, tracked brand names are highlighted as they appear and tallied below, together with the pages the AI cited. Brand names shown are fictional.

Live demo with fictional brands. Your report runs on real answers.

Measured across

  • ChatGPT
  • Claude
  • Perplexity
  • Google AI Overview
  • Google AI Mode

Why it matters

AI answers shape which brands users consider

AI shapes the shortlist before users reach you

When users ask AI for the best tools, vendors, alternatives, or comparisons, they receive a concise answer naming only a handful of options. If your brand is absent or poorly positioned, you can lose consideration before a user ever visits your website.

You need to know how AI describes you

Your website says one thing; AI answers may say another. BrandLM shows how major AI systems describe your brand, what they get right or wrong, which competitors they surface, and where your positioning is weak.

Citations reveal the sources shaping the answer

The pages AI systems cite reveal which reviews, articles, directories, and comparison pages influence recommendations in your category. That gives your team a practical, evidence-based starting point for content, SEO, PR, and outreach, instead of guesswork.

How it works

From customer questions to an audit you can act on

  1. 01

    Add your brand and competitors

    Choose the brand you want to audit and the competitors you want to compare against.

  2. 02

    Run real customer questions

    BrandLM tests the questions customers ask AI systems, including recommendations, comparisons, alternatives, use cases, and category research.

  3. 03

    Analyze the answers

    We measure where your brand appears, how it is described, which competitors show up, and what sources are cited.

  4. 04

    Get the report and raw data

    Receive a shareable report link with clear visuals, key findings, and recommended next steps, plus the raw CSV data for deeper review and analysis.

brandlm.ai/report/#platforms

Visibility Across Platforms

Each brand's visibility traced across all five AI platforms

What gets measured

Four metrics, no vanity numbers

brandlm.ai/report/#metrics

Share of Voice

Each brand's slice of all tracked-brand mentions

Sentiment by Brand

Positive / neutral / negative split of each brand's mentions

Sentiment by Platform

Which platform frames the tracked brands most positively

Domain Ranking

Domains with the highest industry influence score

The deliverable

A clear audit report, not another dashboard

You receive a shareable report link with clear visuals, key findings, competitor comparisons, cited sources, and recommended next steps, plus the raw CSV data behind every result. No daily dashboard to monitor. No subscription required. Just a focused audit your team can review, share, and use to decide what to improve next.

brandlm.ai/report

AI Visibility by Brand

How often each brand appears when AI is asked a relevant question

brandlm.ai/report/#prompts

Visibility by Prompt

Tally's own reach vs the competitor average, for the first five buyer prompts

brandlm.ai/report/#citations

Where AI Finds Its Sources

Every cited source, classified by type across all brands

1,045 citations · 221 distinct domains · 564 distinct URLs

For brands

Run before quarterly content planning, fundraising, launch, rebrand, or SEO/GEO investment.

For agencies

Use BrandLM as a white-label LLM audit to win prospects, prove gaps, and sell GEO/AEO retainers.

Pricing

Simple, one-time pricing

One-time paid audit. No monthly subscription.

  • 1 brand
  • Up to 50 customer questions
  • Up to 10 competitors
  • 5 AI platforms
  • Shareable report link
  • Raw CSV data
  • Key findings

Get started

  • 1 brand
  • Up to 100 customer questions
  • Up to 20 competitors
  • 5 AI platforms
  • Shareable report link
  • Raw CSV data
  • Key findings

Get started

  • 1 brand
  • Up to 250 customer questions
  • Up to 50 competitors
  • 5 AI platforms
  • Shareable report link
  • Raw CSV data
  • Key findings
  • Human review and recommendations
  • Prioritized action plan
  • Custom prompt set review

Get started

Need more competitors, multiple markets, or agency reports? Contact us for a custom audit.

Start with a $5 sample audit

See exactly how BrandLM works before ordering a full report.

We'll audit 1 brand across 10 customer questions and up to 5 competitors, then send you a real report link with the raw CSV data behind it.

If you upgrade to a full audit, the $5 sample audit fee will be deducted from your full audit price.

Order sample — $5

Questions

FAQ

What is an LLM Brand Audit?

An LLM Brand Audit shows how AI systems answer real customer questions in your category. BrandLM runs your prompts across major AI answer engines, measures whether your brand and competitors are mentioned, analyzes sentiment and citations, then turns the results into a report your team can act on.

Is this a dashboard or a one-time report?

BrandLM starts as a one-time audit, not another dashboard subscription. Each report is a dated snapshot of how AI answers today. You can keep it, share it, and rerun the same audit later to measure progress after your SEO, content, PR, or GEO work.

Why not track AI visibility every day?

For most brands, AI visibility does not change meaningfully from one day to the next. Real improvement usually takes 3–4 months of content, citation, SEO/GEO, and positioning work.

BrandLM is built around that reality: run a deep audit, understand what is broken, focus on fixing it, then rerun the report after a meaningful period to see what changed. Less dashboard watching, more actual improvement.

Which AI platforms are covered?

BrandLM currently audits answers across ChatGPT, Claude, Perplexity, Google AI Overview, and Google AI Mode. The platform is designed so additional AI answer engines can be added as needed for specific reports.

What do I receive?

You receive a shareable report link and the full raw dataset in CSV format. The report gives your team a clear summary of the audit, while the CSV lets you dig deeper, filter prompts, check individual answers, and run your own analysis.

Each audit includes brand and competitor visibility metrics, sentiment analysis, prompt-level results, citation sources, and key patterns from the data. Higher-touch reports can also include analyst commentary and a prioritized action plan.

Is this useful for agencies?

Yes. Agencies can use BrandLM to deliver AI visibility audits for prospects and clients using real prompt-level data, clear visuals, and client-friendly reporting.

The report makes it easy for clients to understand how their brand performs across AI answers, where competitors are winning, which sources are being cited, and what actions they should take next. It can support GEO/AEO strategy, content planning, competitive analysis, and client reporting.

Can I compare my brand against competitors?

Yes. You can add your competitors before the audit, and BrandLM will compare your brand against them across prompts, AI platforms, mentions, sentiment, and citations.

You will see where competitors are being recommended, which prompt categories they win, and what sources may be helping them appear more often.

Find out what AI says
when users ask about your brand

Tell us your brand and we'll run the audit and send you the report.