HiBot vs Preferly

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

HiBot compared with Preferly
Detail	HiBot	Preferly
What it does	Human-run AI visibility audits for brands across ChatGPT, Perplexity, Google, Claude, and Grok	AI visibility audit for your business
Stage	Not given	Not given
Founded	Not given	Not given
Based in	Not given	PR
Pricing model	Paid	Paid
Pricing	HiBot Pulse: $199 one-time (25 questions, 3 AI engines, 1 run each), or $159 per audit on monthly/quarterly recurring plan. HiBot Panorama: $499 one-time (50 questions, 5 AI engines, 2 runs each averaged), or $399 per audit on monthly/quarterly recurring plan. All plans include 30-day money-back gua	Free check: $0, covers 3 AI models with 5 customer questions, score out of 100, and top fix. Full report: $99 paid once, covers 10 AI models, 5+ questions each, competitor rankings, contradictions, and AI Fix Pack with paste-ready code. Includes one free re-scan within 30 days.
Key features	ANSWER framework scoring: Appearance, Nomination, Showdown, Worth, Expertise, Reputation False claims and hallucination detection Competitive standing and share of voice tracking 90-day prioritized roadmap with recommendations Multi-language support: 26 languages Integration with Slack, Asana, Trello, Jira White-label report option for agencies Trend tracking across multiple audit runs MCP server integration for AI assistants	Checks 10 leading AI models: ChatGPT, Gemini, Claude Opus, Grok, Meta Muse Spark, DeepSeek, Qwen, Kimi, NVIDIA Nemotron and GLM Asks 5+ customer questions per model with web search enabled Ranks competitors named by AI models Shows where AI contradicts your website with quoted evidence Tests whether 10+ AI crawlers can reach and read your site Includes one free re-scan within 30 days
What makes it different	Human-run audits capture answers the way customers actually see them, in logged-out sessions, not through APIs or logged-in accounts Fixed price per audit rather than monthly subscription model ANSWER framework grounded in McKinsey's Consumer Decision Journey 30-day money-back guarantee on all audits Free question discovery tool shows questions your customers ask AI	Free check available immediately without entering payment details Full refund if report finds no fixes Ready-to-implement code fixes with paste-ready JSON-LD and FAQ copy Transparent crawler that never submits forms or bypasses protections
Community votes	0	0
DR (Domain Rating by Ahrefs)	7 −1 (down) since last check	4 no change since last check
Trust Flow (Majestic)	3	4
Citation Flow (Majestic)	13	18
Referring domains (Majestic)	41	9

5 details filled in for both companies.

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