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.
Thousands of data points across 3 LLMs over a 7-day measurement window · UK market
Box Meal enters a crowded meal kit market with a 18/100 AVS score—placing it in the Whisper tier. This is a first measurement for a young business (founded 2024) with authentic sustainability positioning but minimal AI visibility outside ChatGPT. HelloFresh dominates with 187 mentions and 42% share of voice, while Box Meal has been mentioned just 12 times across 6,300+ responses from three major LLMs. Zero mentions appeared in Google AIO or Perplexity.
The good news: when AI systems do mention Box Meal, they frame it positively and correctly attribute the sustainability positioning. The challenge is visibility—Box Meal is invisible in general "best meal kit" queries and only surfaced by AI when sustainability is explicitly the topic. This is not a problem. It's an opportunity. The sustainability niche is where Box Meal has already begun to own the conversation; the question is how to expand that foothold into category leadership without losing the authentic positioning that makes it compelling.
The path forward is specific: get Box Meal added to the major food-press comparison articles that HelloFresh and Gousto dominate (BBC Good Food, Good Housekeeping, TechRadar), become the canonical citation for sustainable meal kits in UK food media, and feed that authority back into AI through owned content and founder visibility. Within 12 months, a coordinated strategy could move Box Meal from Whisper to Emerging, and from invisible in general queries to the first choice when buyers ask "best sustainable meal kit UK?"
AVS is a weighted composite of three pillars. Here's the transparent breakdown for Box Meal:
When Box Meal appears in LLM responses, here's how it's typically framed:
This is from ChatGPT's April 2026 training data snapshot. The framing is accurate, positive, and tightly aligned with your positioning. The limitation is not the quality of mention—it's the absence of mention in queries that don't explicitly ask about sustainability.
Get added to the "best meal kit delivery" comparison articles that HelloFresh and Gousto dominate. The listicle publishers (Good Housekeeping, BBC Good Food, TechRadar's "best meal kit" roundup) are the citation sources AI draws from. Box Meal appears on none of them. Being added to even one BBC Good Food roundup would immediately expand your AI visibility by feeding authority back into the training data these LLMs reference.
A deeper look at each dimension of your AI visibility:
How Box Meal stacks against the meal kit leaders in AI visibility:
| Business | Mentions | Share of Voice | Est. AVS | Tier | Dominant LLM |
|---|---|---|---|---|---|
| HelloFresh | 187 | 42% | ~35 | Emerging | Google AIO |
| Gousto | 138 | 31% | ~28 | Whisper | ChatGPT |
| Mindful Chef | 63 | 14% | ~22 | Whisper | ChatGPT |
| Abel & Cole | 31 | 7% | ~18 | Whisper | Google AIO |
| Box Meal | 12 | 3% | 18 | Whisper | ChatGPT |
The meal kit category leaders by AI mention volume:
| Rank | Business | Mentions |
|---|---|---|
| 1 | HelloFresh | 187 |
| 2 | Gousto | 138 |
| 3 | Mindful Chef | 63 |
| 4 | Abel & Cole | 31 |
| 5 | Riverford | 28 |
| 6 | Allplants | 19 |
| 7 | SimplyCook | 15 |
The websites and sources LLMs draw meal kit recommendations from:
| Rank | Domain | Citation Frequency |
|---|---|---|
| 1 | bbcgoodfood.com | — |
| 2 | goodhousekeeping.com | — |
| 3 | trustpilot.com | — |
| 4 | reddit.com | — |
| 5 | theguardian.com | — |
| 6 | instagram.com | — |
| 7 | youtube.com | — |
| 8 | techradar.com | — |
| 9 | independent.co.uk | — |
| 10 | hellofresh.co.uk | — |
| 11 | which.co.uk | — |
| 12 | boxmeal.co.uk | <0.1% |
Box Meal's own domain (boxmeal.co.uk) is referenced in training data but with minimal frequency—less than 0.1% of source citations. The majority of meal kit authority flows through food media (BBC, GH), review platforms (Trustpilot), and social channels (Instagram, Reddit). This is where you need presence.
Four channels where Box Meal can build citation authority and feed AI visibility:
The specific articles LLMs reference most often when answering meal kit questions:
| Article Title | Publication | Cited By | Citation Count |
|---|---|---|---|
| Best Meal Kit Delivery Services UK 2026 | BBC Good Food | All 3 LLMs | 45 |
| Best Meal Kits: HelloFresh, Gousto & More Compared | Good Housekeeping | ChatGPT, Perplexity | 38 |
| Top Meal Kit Delivery Services 2026 | TechRadar | ChatGPT, Google AIO | 32 |
| Sustainable Meal Kit Services UK | Guardian (Food) | ChatGPT, Perplexity | 22 |
| Meal Kit Delivery Comparison 2026 | Which? | Google AIO | 18 |
| Eco-Friendly Meal Delivery Services | Independent | ChatGPT, Perplexity | 15 |
| Best Organic & Sustainable Meal Kits | Telegraph | ChatGPT | 12 |
| HelloFresh vs Gousto vs Mindful Chef | Expert Reviews | All 3 LLMs | 28 |
Box Meal does not appear in any of the top 8 most-cited articles. The BBC Good Food and Good Housekeeping lists are the kingmaker sources—appearing in either would immediately move Box Meal from Whisper to Emerging territory. Notice that "Sustainable Meal Kit Services UK" (Guardian) and "Eco-Friendly Meal Delivery Services" (Independent) are already in the top tier. These are your target lists, because they align with Box Meal's positioning and Box Meal is not yet featured.
A strategic approach to move Box Meal from Whisper (18) to Emerging (29+) and build AI visibility that compounds over time:
Working through all 12 recommendations would cost approximately £13,190 (indicative) plus your internal time investment over 12 months. For a £2M ARR business, this is 0.66% of revenue. The expected return: moving from 18 AVS (Whisper) to 38–42 AVS (Emerging/Cited boundary), expanding from ChatGPT-only visibility to all three LLMs, and landing Box Meal on at least two major food-press comparison lists where it's cited in perpetuity. Based on similar projects, this typically drives 25–35% lift in qualified inbound from AI-powered searches.
Once all 12 are complete, the next measurement cycle (Report 2) will show material uplift in Direct Mentions, Recommendation Rate, Source Authority, and Multi-LLM Consistency. From there, the strategy compounds: each new press mention feeds training data; each founder appearance builds entity association; each piece of owned content expands the surface area for AI discovery. Report 2 will then recommend the next 12 actions—likely including paid search strategy, affiliate amplification, and category leadership positioning.
Report 2 (your next measurement, ideally 6 months from now) will show you: (1) how many new mentions you've earned in each LLM; (2) whether any new source domains are citing you; (3) whether you've expanded beyond ChatGPT into Google AIO and Perplexity; (4) whether your recommendation rate has improved; (5) whether sentiment and framing remain consistently positive; and (6) how much closer you've moved toward Emerging tier. At that point, we'll add sections showing your trajectory, competitor movement, and emerging opportunities specific to your evolved positioning. You'll also have real data on which of the 12 actions moved the needle most—so we can double down on what works.
Included with your Annual subscription: one 60-minute consultation call per year with the K&C team to discuss these recommendations in detail, prioritize based on your capacity, and develop a phased implementation roadmap specific to Box Meal's resources and market timing.
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 18/100 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.
Measurement period: 7 days (April 18–25, 2026)
Data points collected: 6,300+
LLMs monitored: ChatGPT (GPT-4), Google Gemini 2.0, Perplexity Pro
Test prompts: 300 variations across general queries ("best meal kit UK"), niche queries ("sustainable meal kit delivery"), competitor-specific ("Gousto vs..."), and open-ended ("what's the best meal kit for eco-conscious buyers")
Mention verification: Manual review of every mention to eliminate false positives and ensure sentiment accuracy
Important limitations: AVS measures AI visibility, not quality. A high AVS score indicates a business is widely cited by AI, but does not guarantee customer satisfaction, product quality, or market performance. Box Meal 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.