Confidential · May 2025 AI Visibility Audit — knovel.co

You're #8 in AI Visibility — Wattpad, Royal Road, Tapas
and 4 others lead every query you care about.

You appear in some AI answers, but have room for improvement.

Prompts Tested 40 Across 5 topic categories

Knovel Mention Rate 0% 0 of 40 prompts

Wattpad Mention Rate 87% 35 of 40 prompts

Overall AI Score 4/100 Entity · Schema · Citations

Step One · continued 01 / 05 — Top Rankings

Leading brands by position.

AI Models	#1	#2	#3	#4	#5	#6	#7	#8
AI Overview	Wattpad	Royal Road	Inkitt	Tapas	Radish	Medium	Scribd	knovelYou
ChatGPT	Wattpad	Royal Road	Tapas	Inkitt	Radish	Medium	Scribd	knovelYou
Perplexity	Wattpad	Royal Road	Tapas	Radish	Inkitt	Medium	Scribd	knovelYou

Other brands

Your brand

Step One 01 / 05 — Performance Matrix

Compare metrics across different dimensions.

Brands	ChatGPT	AI Overview	Perplexity
Wattpad	59.2%	60.8%	60.8%
Royal Road	54.2%	47.5%	34.2%
Tapas	33.3%	21.7%	33.3%
Inkitt	25.0%	22.5%	19.2%
Radish	22.5%	20.8%	20.0%
Medium	20.8%	18.3%	13.3%
Scribd	0.8%	0.0%	1.7%
knovel You	0.0%	0.0%	0.0%

0%

1–10%

11–20%

21–30%

31–40%

41–50%

51–60%

61–70%

71–80%

81–90%

91–100%

Step Two 02 / 05 — The Competitive Gap

We show you exactly why you're invisible
and what's making your competitors win.

AI Visibility Score. Category benchmark across ChatGPT, Claude, Perplexity, Gemini

N = Knovel.co audit · May 2025

Wattpad

87 / 100 Leader

Royal Road

74 / 100 —

Tapas

62 / 100 —

Scribd

48 / 100 —

Inkitt

33 / 100 —

Radish

22 / 100 —

Medium

18 / 100 —

Knovel ← you

4 / 100 day 0

ChatGPT Recall 0%

Perplexity Citations 0

Claude Mentions 0

Prompts Winning 0 / 40

Knovel starting visibility score of 4/100. Wattpad leads all 5 topic categories. After Peakmention optimization over 45 days: target 15–25/100, appearing in 6–10 prompts. Results vary by category competitiveness.

Topic-by-topic mention rate · Knovel vs. top 3 competitors

Topic

Wattpad

Royal Road

Tapas

Knovel

Serial Fiction

90%

75%

68%

0%

Web Novel Discovery

82%

85%

58%

0%

Author Community

80%

55%

45%

0%

Story Publishing

88%

65%

42%

0%

Social Reading

92%

55%

48%

0%

Step Three 03 / 05 — The Problem

We tested 40 real prompts your users type.
Competitors appear in all of them.

Prompt scan · knovel.co · 40 prompts · 8 brands

Topic: Best Platforms for Serial Fiction (8 prompts)

Platform for serial fiction <$10/mo

Wattpad Royal Road Tapas Knovel ✗

Not Found

Best places for new serial fiction

Wattpad Royal Road Radish Knovel ✗

Not Found

Serial fiction with author-reader community

Wattpad Tapas Inkitt Knovel ✗

Not Found

Where to read ongoing story series

Wattpad Royal Road Tapas Knovel ✗

Not Found

Topic: Web Novel Discovery Apps (8 prompts)

Web novel apps with social community

Royal Road Wattpad Tapas Knovel ✗

Not Found

Recommend good app for reading web novels

Royal Road Wattpad WebNovel Knovel ✗

Not Found

Best tools for reader engagement (web novels)

Wattpad Royal Road Inkitt Knovel ✗

Not Found

Topic: Author Community Building Tools (8 prompts)

Simple tools for writers to build a fan base

Wattpad Inkitt Tapas Knovel ✗

Not Found

Easy site for authors to grow community

Wattpad Royal Road Tapas Knovel ✗

Not Found

Topic: Best Social Reading Platforms (8 prompts)

Good app for story discovery

Wattpad Scribd Royal Road Knovel ✗

Not Found

Social reading sites to follow authors

Wattpad Scribd Inkitt Knovel ✗

Not Found

Showing 10 of 40 tracked prompts · All 40 return 0 Knovel citations

Step Four 04 / 05 — Root Causes

We fix your positioning, content, and presence. Everything that's keeping you out of AI responses.

01

No llms.txt — AI crawlers have zero guidance on what Knovel is

knovel.co/llms.txt returns 404. This is the new robots.txt for AI systems. Wattpad, Royal Road, and Tapas all have structured llms.txt files that tell every LLM exactly what their platforms do and who they serve. Knovel doesn't exist in any AI's index.

Peakmention Fix

Write comprehensive llms.txt covering all 5 tracked topic categories
Include structured descriptions for serial fiction, web novels, social reading, author tools
Add competitor differentiation signals and feature claims
Validate with Perplexity crawl test within 48h

Critical

02

Zero entity schema — AI doesn't know Knovel exists as a product

No SoftwareApplication, WebApplication, or Organization JSON-LD anywhere on the site. Language models build knowledge graphs from schema markup. Without it, Knovel has no entity node in any LLM's mental model of this space. This isn't a ranking problem — it's an existence problem.

Peakmention Fix

Implement SoftwareApplication + Organization JSON-LD on all key pages
Add SameAs links to Crunchbase, LinkedIn, AppAdvice, ProductHunt
Build featureList targeting all 40 tracked query intents

Critical

03

No GEO-optimized content — your pages don't answer the questions

All 40 tracked prompts go unanswered on knovel.co. No page directly addresses "best platform for serial fiction" or "web novel apps with community features." Royal Road publishes "Royal Road vs Wattpad" comparison articles that get pulled directly into AI responses. Knovel has no equivalent content signals at all.

Peakmention Fix

5 GEO landing pages aligned to tracked topic categories
8 "Knovel vs [competitor]" comparison pages
20-question FAQ targeting tracked prompts verbatim
6 "Why Knovel" differentiation content blocks

Critical

04

Zero third-party citations — no external authority signals for AI to trust

AI confidence in recommending a brand scales with how many credible sources mention it. Wattpad appears in 400+ editorial articles on TechCrunch, The Verge, and BookRiot. Royal Road is featured in 60+ Reddit threads. These citations are training signal. Knovel has fewer than 5 indexed third-party mentions across all discoverable sources.

Peakmention Fix

15 editorial pitches to fiction/reading publications
Reddit + Discord seeding in r/webnovels, r/fantasywriters
Wikipedia stub creation for Knovel entity
Seed AI-friendly mentions on Substack, Medium, and GitHub "awesome" lists

High

05

No differentiation signals — AI can't explain why someone should choose Knovel

When AI recommends a platform, it needs a reason. Tapas gets cited as "best for budget readers with a coin system." Royal Road as "best progression fantasy." Knovel's site has no extractable differentiators — no pricing callouts, no niche claim staked, no feature specifics in GEO-friendly format. AI won't invent a reason to recommend you.

Peakmention Fix

6 "Knovel excels at X" statement blocks aligned to tracked query intents
Feature callouts in AI-extractable bullet format on all key pages
Optimize meta descriptions with differentiation claims AI can quote

High

06

Not appearing on Perplexity — real-time search AI skips you entirely

Perplexity, SearchGPT, and Google AI Overviews pull from live indexed content. We tested 20 queries manually: Knovel doesn't appear in a single response. "Best social reading platform for serial fiction under $10/mo" returned Wattpad, Tapas, Royal Road, and Radish. Knovel is absent from every live-search AI surface.

Peakmention Fix

All GEO content indexed within 48h via Google Search Console
Perplexity-optimized FAQ pages with direct answer formatting
"Best of" list page where Knovel features itself alongside competitors

High

07

No active monitoring — you can't measure what you're not tracking

Your monitoring project has 40 prompts across 5 topics and 7 competitors ready to track — but scans haven't run yet. You're set up to measure but not yet measuring. Every week without data is a week competitors are optimizing while you're guessing. Wattpad's team likely watches their mention rate daily.

Peakmention Fix

Activate AI monitoring scans on all 40 tracked prompts — establish Week 0 baseline
Weekly visibility reports across ChatGPT, Claude, Gemini, Perplexity
Monthly GEO sprint reviews — optimize, test, measure, repeat

Medium

Step Five 05 / 05 — The Fix

45-day sprint. First AI citations in week 3.
Measurable mention rate by day 45.

Phase 1

Foundation & Infrastructure

Days 1–10

Write and deploy llms.txt covering all 5 topic categories
Implement SoftwareApplication + Organization JSON-LD schema
Audit and fix all technical indexing gaps
Activate AI monitoring — establish Week 0 baseline
Submit all pages to Google Search Console

Week 1 Target

AI systems can "see" Knovel. Entity node created. Monitoring live.

Phase 2

Content & Positioning Engine

Days 11–28

5 GEO landing pages mapped to tracked topic categories
8 "Knovel vs [competitor]" comparison pages
20-question FAQ targeting tracked prompts verbatim
6 "Why Knovel" differentiation content blocks
App Store / Play Store descriptions — AI-optimized

Week 3 Target

Knovel answers the questions users ask. Content indexed + crawlable.

Phase 3

Citations & Authority Building

Days 29–45

15 editorial pitches to fiction/reading publications
Reddit/Discord seeding in web novel communities
Wikipedia stub + Crunchbase/ProductHunt enrichment
Substack, Medium, GitHub list mentions
Day 45 visibility scan — measure mention rate lift

Day 45 Target

5–15% mention rate across tracked prompts. Upward trajectory locked.

Projected Knovel Mention Rate Trajectory vs. current 0%

Day 0 (now)

0%

Invisible across all 40 prompts

Day 21

3–5%

First citations appearing in Perplexity

Day 45

10–15%

Mentioned in 4–6 of 40 tracked prompts

Month 6

30–45%

Competing head-to-head with Inkitt & Tapas

Projections based on Peakmention sprint methodology. Wattpad reached 80%+ over 18 months starting 2010. Knovel starts in 2025 with a proven playbook — reach competitive parity 6× faster.

You're #8 in AI Visibility — Wattpad, Royal Road, Tapasand 4 others lead every query you care about.

Leading brands by position.

Compare metrics across different dimensions.

We show you exactly why you're invisibleand what's making your competitors win.

AI Visibility Score. Category benchmark across ChatGPT, Claude, Perplexity, Gemini

We tested 40 real prompts your users type.Competitors appear in all of them.

We fix your positioning, content, and presence. Everything that's keeping you out of AI responses.

No llms.txt — AI crawlers have zero guidance on what Knovel is

Zero entity schema — AI doesn't know Knovel exists as a product

No GEO-optimized content — your pages don't answer the questions

Zero third-party citations — no external authority signals for AI to trust

No differentiation signals — AI can't explain why someone should choose Knovel

Not appearing on Perplexity — real-time search AI skips you entirely

No active monitoring — you can't measure what you're not tracking

45-day sprint. First AI citations in week 3.Measurable mention rate by day 45.

Wattpad gets recommended87× for every 0× Knovel does.

You're #8 in AI Visibility — Wattpad, Royal Road, Tapas
and 4 others lead every query you care about.

We show you exactly why you're invisible
and what's making your competitors win.

We tested 40 real prompts your users type.
Competitors appear in all of them.

45-day sprint. First AI citations in week 3.
Measurable mention rate by day 45.

Wattpad gets recommended
87× for every 0× Knovel does.