AVS Report 2

Pebble

AI Visibility Strategy · United Kingdom · October 2026 · 3 LLMs · 6,100+ Data Points
Public Summary · Worked Example

You're seeing the public version of an AVS report.

This is a fictional worked example — the same structure, scoring methodology, and recommendation framework we deliver to real K&C clients. Real engagements are accompanied by an extended Supporting Document covering all test prompts and raw mention transcripts, source attribution tables, citation analysis spreadsheets, and the working files behind every score on this page.

What's in the public version: the Top 12 strategy, scoring breakdown, competitor table, citation source map, and prioritised recommendations. What's in the full delivery: the workbook of data behind every line, plus the strategic consultation call with Russ to walk through it.

What K&C delivers · AVS Bi-Annual

This is what we do — measure, plan, deliver.

Thousands of data points across 3 LLMs over a 7-day measurement window · UK market · Report 2 cadence

Measure
A tailored measurement across 3 LLMs over 7 days. Every mention scored, every source attributed. No black box.
Plan
12 prioritised recommendations with type tags, indicative pricing, and clear ownership splits between K&C and the client.
Deliver
Where the client wants execution, K&C runs media relations, copywriting, content, and schema work — drawing on a network of consultants built over years in PR.
Repeat
Re-measure on cadence (bi-annual). Show the score move. Adjust the plan based on what actually shifted.

Executive Summary

Pebble has climbed from 15/100 (Ghost band) in Report 1 to 24/100 (Visible band under v1.1) — a +9 point improvement in six months. This is real progress. The team executed 6 of the 12 recommendations from Report 1, completed 3 partially, and deferred 3. The execution drove the score uplift, proving the strategic direction is sound.

The /vs comparison pages are working. Forty percent of all new mentions since Report 1 reference Pebble's direct comparisons to Asana, Monday, and Notion. This proves owned content works for Pebble — but you're still invisible in generic "best project management tools for freelancers" queries. You're winning the comparison battle but losing the category conversation. The next 12 months need to focus on authority-building: original research, press placement, and founder visibility that positions Pebble as a category contender, not just a comparison option.

The path forward remains the same as Report 1, but faster now that you've proven the playbook works. Original research is no longer optional — it's the single highest-leverage action available. The other 11 recommendations refresh based on what's working: double down on the /vs strategy, publish the research your competitors won't, and get in front of the freelancer community conversations happening on podcasts and in email newsletters. Six more months of disciplined execution could move Pebble from Visible (24) to Emerging (41+).

24
Visible
3
LLMs Monitored
6,100+
Data Points
28
Total Mentions
Ghost
0–10
Visible
21–40
Emerging
31–50
Cited
51–75
Known & Cited
76–100

How We Calculated This Score

AVS is a weighted composite of three pillars. Here's the transparent breakdown for Pebble Report 2:

AI Visibility
Total direct mentions across LLMs
40% weight
22/100
+8.8
Source Quality
Authority & variety of citation sources
30% weight
14/100
+4.2
Narrative Fit
Framing & positioning consistency
30% weight
37/100
+11.1
Composite Score
24.1 → 24

What AI Currently Says About You

When Pebble appears in LLM responses, here's the positioning:

"Pebble is a lightweight project management tool designed for freelancers and small agencies. It combines task management, time tracking, and invoicing in a single interface, positioning itself as a simpler alternative to tools like Asana or Monday.com for solo workers and micro-teams."
Key Finding: Pebble's /vs comparison pages are working — they account for 40% of all new mentions since Report 1. But Pebble is still invisible in generic "best PM tool" queries. The next phase is authority-building: original research, press coverage, and video content that moves Pebble from "niche alternative" to "category contender" in the freelancer PM space.

One Thing You Could Do Today

Publish the UK Freelancer Productivity Report. It was recommended in Report 1 and hasn't been done yet. Original research is the single highest-leverage content type for AI citation — it creates a citeable data point that no competitor owns. The /vs pages proved that owned content works for Pebble; original research takes that further by generating press pickups, backlinks, and social shares that feed AI training data from multiple angles.

12-Pillar AVS Analysis

A deeper look at each dimension of your AI visibility:

19
Visible
Direct Mentions
28 mentions across 7-day window, up from 15 in Report 1. The /vs pages and blog posts are being indexed.
11
Visible
Recommendation Rate
0.45% hit rate. Pebble recommended in fewer than 1 in 200 responses where project management is discussed.
52
Cited
Sentiment & Framing
86% of 28 mentions positive. Positioning as "lightweight alternative for freelancers" consistently attributed. No negative sentiment.
10
Ghost
Source Authority
Two sources: own blog and one SaaS comparison site. No major tech press citations yet.
38
Emerging
Narrative Consistency
Positioned consistently as "lightweight alternative" across LLMs. Freelancer focus is clear in all mentions.
5
Ghost
Competitor Gap
Monday.com is 11.1× more visible. Asana is 9.9× more visible. Gap remains wide but narrowing.
14
Visible
Query Coverage
Appears in 3% of test prompts, up from <2% in Report 1. Expansion is narrow but real.
18
Visible
Multi-LLM Consistency
Mentions across ChatGPT and Google AIO. Perplexity mentions still at zero. Consistency improving but not yet balanced.
28
Visible
Feature & Service Attribution
"Task management + time tracking + invoicing" correctly attributed in 71% of mentions. Some still generic.
35
Emerging
Geographic Relevance
All mentions UK-scoped or freelancer-UK focused. Manchester location correctly cited in 30% of mentions.
22
Visible
Temporal Freshness
Recent blog posts indexed. /vs pages appear in ChatGPT's April 2026 training data. Freshness trending up.
8
Ghost
Category Leadership
Listed as alternative option, not leader. Never positioned as category-defining. Framed as "option for specific use case."

Progress Against Report 1 Recommendations

What was done in the six months since Report 1:

Rec Recommendation Status Notes
1 Build a dedicated /vs page comparing Pebble to each competitor Done Live and indexed. 40% of new mentions reference these pages.
2 Publish "Freelancer PM Stack" blog series (4 posts) Done 3 of 4 published. Fourth in editorial calendar for Q4.
3 Add FAQPage schema markup to pricing and features pages Done Deployed June 2026. Indexing confirmed.
4 Launch a LinkedIn newsletter on freelancer productivity Partial Launched. 3 editions posted (target: weekly). Suspended mid-project due to team capacity.
5 Get listed on G2, Capterra, and Software Advice Done G2 and Capterra live. Software Advice approval pending (3-month timeline).
6 Pitch TechRadar and TechCrunch "best PM tools" roundups Partial TechRadar inclusion confirmed (published June). TechCrunch pitch pending.
7 Create a "Pebble vs Notion for freelancers" comparison post Done Published May 2026. Receiving steady organic traffic and backlinks.
8 Publish original research: "UK Freelancer Productivity Report 2026" Not Done Deferred due to resource constraints. Elevated to #1 priority for Report 2.
9 Build two customer case studies Partial 1 published, 1 in draft. Second expected live by November 2026.
10 Sponsor a freelancer community event or podcast Not Done Conversations ongoing with two podcasts. Deferred to Q4 2026 for budget alignment.
11 Get listed on ProductHunt and IndieHackers Done ProductHunt launched April 2026. IndieHackers profile live with 180+ makers following.
12 Add a /for-freelancers landing page with structured data Done Live June 2026. Targeted landing page for freelancer-specific queries.

Summary: 6 Done, 3 Partial, 3 Not Done. The execution of the /vs pages, blog content, and landing pages drove the +9 point improvement. The deferred items (original research, podcast sponsorship) remain the single highest-leverage actions for the next 12 months.

Score Change vs Prior Baseline

How Pebble has moved since Report 1 six months ago:

Overall AVS Score
Report 1
15
Ghost
Report 2
24
Visible
+9 points, tier upgrade
AI Visibility
10
Report 1
22
Report 2
+12 points
Source Quality
6
Report 1
14
Report 2
+8 points
Narrative Fit
30
Report 1
37
Report 2
+7 points

LLM Landscape Update

What changed in the AI ecosystem in the six months between Report 1 and Report 2:

Google AIO expanded to more UK search queries
Impact: Pebble now appears in 2 AIO responses (was 0 in Report 1). The expansion of Google's AI Overview to project management queries opened a new citation channel. The TechRadar inclusion in June helped here — Google AIO cites that article when answering "best PM tools UK."
Perplexity launched Pro UK pricing — slight uptick in UK-specific PM queries
Impact: Small bump in Perplexity mention volume across UK business categories. Pebble hasn't been cited yet, but the platform is now a material citation source for freelancer research. This should be monitored — Perplexity's UK penetration is still low but growing.
ChatGPT data freshness improved — the /vs pages and blog posts are now in training data
Impact: The April 2026 training cutoff for ChatGPT now includes the /vs pages and "Freelancer PM Stack" blog series. This directly explains the +9-point uplift in mentions from ChatGPT. The content is citeable now, which is why the Sentiment & Framing pillar jumped to 52.
Claude's search features now surface PM comparisons — not yet tracked but worth monitoring
Impact: Anthropic's Claude launched web search features in Q3 2026. This is not yet part of the standard Bi-Annual measurement (ChatGPT / Google AIO / Perplexity), but Pebble's /vs pages are likely visible here. For Report 3, consider adding Claude search as a fourth LLM if it achieves meaningful UK market penetration.

Named Competitor Comparison

How Pebble stacks against the project management leaders in AI visibility:

Business Mentions Day-7 SoV Indicative AVS Tier Top LLM
Monday.com 312 34.2% 71 Cited ChatGPT
Asana 278 30.5% 65 Cited Google AIO
Trello 245 26.8% 58 Cited ChatGPT
ClickUp 156 17.1% 44 Emerging Perplexity
Notion 198 21.7% 52 Cited ChatGPT
Pebble 28 3.1% 24 Visible ChatGPT
Competitive Insight: Pebble's 3.1% share of voice is the same as Report 1, but the gap is narrowing in relative terms. Pebble grew from 15 to 28 mentions (+87%) while the category average grew 35% — Pebble is outpacing the category. At this rate, one year of disciplined execution could move Pebble to 45–50 mentions (+60%), pushing into Emerging territory (31+).

Top Businesses Owning the Conversation

The project management category leaders by AI mention volume:

Rank Business Mentions
1 Monday.com 312
2 Asana 278
3 Trello 245
4 Notion 198
5 ClickUp 156
6 Basecamp 89
7 Toggl Plan 42

Who AI Cites: Top Source Domains

The websites and sources LLMs draw project management recommendations from:

Rank Domain Citation Share
1 reddit.com 14.2%
2 pcmag.com 11.8%
3 techradar.com 9.4%
4 g2.com 8.7%
5 zapier.com 7.3%
6 capterra.com 6.1%
7 asana.com 5.5%
8 monday.com 5.2%
9 forbes.com 4.8%
10 linkedin.com 4.1%
11 youtube.com 3.6%
12 producthunt.com 2.9%

Citation Sources We Can Target

Four channels where Pebble can build citation authority and feed AI visibility:

Tech Press Listicles (New Priority)
What they are: "Best PM Tools for Freelancers," "Best Lightweight Project Management," "Best All-in-One Tools for Solopreneurs" articles from PCMag, TechRadar (already one placement), Forbes, Wired UK.

Why it matters: TechRadar inclusion (June 2026) moved the needle. One placement generated multiple downstream citations. Additional placements will compound.

How to target: K&C PR Connect pitch strategy focused on freelancer-specific angles in tech press.
Reddit & Community Forums (Owned Channel)
What they are: r/freelance, r/projectmanagement, r/solopreneurs, community Slack groups for freelancers, UK-specific business forums.

Why it matters: Reddit is the #1 citation source (14.2% share). Authentic community presence here feeds both AI training data and organic discovery.

How to target: Internal team — authentic participation, case study sharing, founder AMA threads. No spam; just show up where freelancers already talk.
Video & YouTube (YouTube is 3.6% citation share)
What they are: YouTube tutorial series on freelancer PM workflows, founder walkthrough videos, time-tracking + invoicing tutorials.

Why it matters: YouTube is indexed by Google AIO. Video content feeds the Temporal Freshness pillar and creates additional citation vectors.

How to target: K&C production support — 6-8 episode series on "Freelancer PM Stack," "How to Invoice with Pebble," "Time Tracking for Solopreneurs."
Podcast & LinkedIn (Authority-Building)
What they are: Freelancer-focused podcasts (Freelance Heroes, The Futur, Freshly Pressed), founder LinkedIn content, industry newsletters.

Why it matters: These are emerging citation sources as AI models index more diverse content. LinkedIn mentions are tracked by Perplexity; podcast appearances feed press mentions.

How to target: Founder speaking tour Q4 2026 — 3-4 podcast appearances + monthly LinkedIn newsletter on freelancer workflows.

Key Articles AI Cites Most Frequently

The specific articles LLMs reference most often when answering project management questions:

Article Title Publication Cited By Citation Count
Best Project Management Tools 2026 PCMag All 3 LLMs 52
Top PM Tools for Freelancers and Small Teams TechRadar ChatGPT, Google AIO 38
Best Project Management Tools 2026 Compared G2 ChatGPT, Perplexity 34
The Best Lightweight PM Tools for Solo Freelancers Forbes ChatGPT 22
Monday vs Asana vs Trello: A Complete Comparison Zapier All 3 LLMs 28
Lightweight PM Tools That Actually Work for Freelancers Reddit (r/projectmanagement) ChatGPT, Perplexity 18
Pebble vs Monday.com: Which is Best for Freelancers? Pebble (own blog) ChatGPT, Google AIO 12
The Complete Freelancer PM Stack for 2026 Pebble (own blog) ChatGPT 8

Pebble now appears in two of the top-cited articles (both owned content). The opportunity is clear: break into PCMag, G2, Zapier, and Forbes comparison content. Each of these articles is cited 20+ times per week. One additional placement would likely move Pebble from Visible to Emerging territory.

Top 12 Recommendations

A refreshed strategic approach for the next six months, building on what's working:

K&C Content Content creation & strategy
K&C PR Connect PR outreach & media relations
Internal — AI Opportunity Technical AI leverage
Combined Multi-service approach
Internal Your team executes
1
Publish original research: "UK Freelancer Productivity Report 2026"
K&C Content
Indicative: bespoke (scoped per engagement)
2
Pitch The Guardian and Wired UK "best tools for freelancers" features
K&C PR Connect
Estimate: bespoke (scoped per engagement)
3
Build a "Pebble Academy" video tutorial series on YouTube
Combined
Indicative: bespoke (scoped per engagement)
4
Continue LinkedIn newsletter — increase to weekly cadence
Internal
Effort: ~2 hours/week
5
Complete second customer case study and publish both as /case-studies
K&C Content
Indicative: bespoke (scoped per engagement)
6
Sponsor "Freelance Heroes" podcast and 2 community events
K&C PR Connect
Estimate: bespoke (scoped per engagement)
7
Add comparison schema markup to /vs pages
Internal — AI Opportunity
Day-rate: bespoke (scoped per engagement)
8
Write a "State of AI in Project Management" thought leadership piece
K&C Content
Indicative: bespoke (scoped per engagement)
9
Get added to Zapier and Make.com integration directories
Internal
Effort: ~3 days internal dev
10
Pitch Software Advice for inclusion (outstanding from Report 1)
K&C PR Connect
Estimate: bespoke (scoped per engagement)
11
Build an interactive "Which PM tool?" quiz on pebble.io
Combined
Indicative: bespoke (scoped per engagement)
12
Create a /methodology page explaining Pebble's PM philosophy
K&C Content
Indicative: bespoke (scoped per engagement)

If K&C delivered everything...

Working through all 12 recommendations is a bespoke programme spend (scoped per engagement) — K&C portion plus PR Connect estimates and internal team time over six months. For an 8-person bootstrapped SaaS, this is a meaningful but manageable investment. Expected return: move from 24 (Visible band) to 41–55 (Emerging band), break into major tech press, and establish Pebble as the category contender in freelancer PM tools.

Worked through all 12?

If Pebble completes all 12 before Report 3 (six months from now), it's a sign the Bi-Annual cadence is well-matched and the team's execution velocity is high. The next report will refresh priorities based on what the data says. More likely: Pebble will prioritize the top 6 (original research, press pitches, video content, newsletter continuity, case studies, podcast sponsorship) and defer the rest. That's fine — Report 3 will show the impact of the high-priority subset and recommend accordingly.

What changes in Report 3?

Report 3 will show continued trajectory: Are we moving from Visible toward Emerging? Are the press placements landing? Is original research being cited? Is video content feeding Temporal Freshness? We'll also add any new LLMs to tracking (Claude search if launched), compare against the growing competitor dataset (ClickUp is rising fast), and refresh the 12 recommendations based on what the new data reveals. The cadence and format stay the same, but the strategy adapts to what the market is actually doing.

Strategic Consultation Call

Included with your Bi-Annual subscription: one 60-minute consultation call per measurement cycle (two per year) with the K&C team to discuss these 12 recommendations in detail, prioritize based on your capacity and market timing, and develop a phased implementation roadmap specific to Pebble's resources and goals.

Supporting Document

Every K&C engagement is delivered as two documents: this AVS Report (the public-facing strategy summary) and an extended Supporting Document — a working file that gives the buyer the audit trail behind every number on this page.

The Supporting Document for this engagement contains: the complete prompt set in full, the verbatim AI responses from each LLM (ChatGPT, Google AIO, Perplexity), every direct mention with sentiment classification, the raw source attribution tables for the 6,300+ data points, the citation domain frequency analysis, the per-prompt floor-rule and weighting logic, the named competitor mention logs, and the methodology working notes. It's the evidence base behind the 24/100 headline score.

Buyers receive both documents at every cadence. The AVS Report is the strategic conversation; the Supporting Document is the auditable proof. We share the working because we want the buyer's team — marketing, PR, brand, leadership — to be able to interrogate any conclusion in the strategy and trust what they're acting on.

Methodology

Measurement period: 7 days (October 15–22, 2026)
Data points collected: 6,100+
LLMs monitored: ChatGPT (GPT-4), Google Gemini 2.0, Perplexity Pro
Test prompts: 300 variations across general queries ("best project management tools for freelancers"), niche queries ("lightweight PM for solopreneurs"), competitor-specific ("Pebble vs Asana"), and open-ended ("what's the best all-in-one tool for freelancers")
Mention verification: Manual review of every mention to eliminate false positives and ensure sentiment accuracy

Important limitations: AVS measures AI visibility, not product quality or market performance. A high AVS score indicates a business is widely cited by AI, but does not guarantee customer satisfaction, product-market fit, or revenue growth. Pebble may have superior customer outcomes than competitors with higher AVS scores. AVS is also subject to LLM training data lag—mentions in this report reflect data frozen as of early 2026, and newer content may not be indexed yet. We do not guarantee that following these recommendations will achieve a specific AVS uplift. We provide honest measurement and strategic direction; your execution, market timing, and competitive moves determine outcomes.