AI Visibility Strategy — Annual

Box Meal

Q2 2026  ·  UK Market  ·  6,300+ data points  ·  7 research days

Executive Summary

Box Meal is a two-year-old UK meal kit delivery startup with 15 employees, operating in one of the most competitive direct-to-consumer food markets in the country. This AVS Annual report establishes Box Meal's baseline AI visibility across three major platforms — ChatGPT, Google AI Overview, and Perplexity — using 300 prompts tested over seven research days in Q2 2026.

The headline: Box Meal scores 18 out of 100, placing it in the Whisper tier. This means AI platforms are broadly unaware of Box Meal. When consumers ask "what are the best meal kits in the UK?", Box Meal does not appear. HelloFresh (62) and Gousto (48) dominate the conversation, capturing 73% of AI share of voice between them.

However, this report is not all bad news. Where Box Meal does appear — in sustainability and zero-waste queries — it is framed positively and consistently. AI already understands what Box Meal stands for. The problem is not reputation; it is reach. Box Meal is known for one thing in two query categories. It needs to be known for multiple things across eight or more.

This report maps exactly where Box Meal sits, which businesses and publications own the AI conversation, what content AI cites when recommending meal kits, and what Box Meal needs to do over the next 12 months to move from Whisper to Emerging. The strategy section includes a detailed roadmap with costings for optional K&C delivery alongside actions Box Meal can take internally.

AI Visibility Score

18
Whisper
Whisper 0–24 Emerging 25–49 Cited 50–74 Known 75–100
Total Mentions
12
Share of Voice
3%
LLMs with Visibility
1 of 3
Query Categories
2 of 15

What AI Currently Says About Box Meal

Composite AI Response — Meal Kit Queries
"When asked about sustainable meal kit delivery in the UK, ChatGPT mentions Box Meal as 'a newer entrant focused on zero-waste packaging and locally sourced ingredients.' However, when asked simply 'what are the best meal kits in the UK?', Box Meal does not appear. HelloFresh, Gousto, and Mindful Chef dominate these broader queries. Perplexity and Google AI Overview show no awareness of Box Meal in any query category tested."
ChatGPT — "Zero Waste Meal Kits UK"
"For zero-waste meal kits in the UK, several options stand out. Mindful Chef uses recyclable packaging and partners with the One Planet Foundation. Box Meal takes a more radical approach — their packaging is fully compostable and they source all ingredients from farms within 50 miles of their distribution centre. Green Chef offers organic, sustainably sourced meals with a focus on reducing food waste through pre-portioned ingredients..."
Google AI Overview — "Best Meal Kits UK 2026"
"The best meal kit delivery services in the UK include HelloFresh, which offers the widest variety of recipes; Gousto, which provides flexible subscription options; and Mindful Chef, which focuses on healthy, organic meals. Other options include SimplyCook for flavour kits, Green Chef for organic meals, and Riverford for organic veg boxes. Prices typically range from £3 to £8 per serving depending on the plan and provider you choose..."

Note: These are representative composites of AI responses observed during testing. Actual AI responses vary by session, phrasing, and platform updates.

Key Finding

The Core Challenge
Box Meal has a clear niche — sustainability and local sourcing — that AI already recognises. But it is invisible outside that niche. The challenge is not being unknown; it is being known for only one thing. HelloFresh owns 42% of AI share of voice because it appears across every query type: best, cheapest, family-friendly, quick, healthy. Box Meal needs to expand from 2 query categories to 8+ without losing its sustainability positioning.
The One Thing
Get listed on the BBC Good Food "Best Meal Kits" page — the single most-cited article in the dataset (87 citations across all three LLMs). Every AI platform references this page when recommending meal kits. If Box Meal is not on it, AI cannot recommend you for the queries that matter most.

12-Pillar Breakdown

Each pillar is scored 0–100. Together, they produce the weighted AVS. Red indicates critical gaps; amber indicates areas with potential. The overall score of 18 reflects severe weakness across most pillars, with the exception of sentiment and narrative consistency where Box Meal's niche positioning performs well.

Direct Mentions
12
12 mentions across 887 responses. All from ChatGPT. Zero visibility on Google AI Overview and Perplexity.
Recommendation Rate
8
Recommended in just 4% of meal-kit queries. Only appears for "sustainable" or "zero waste" variants. Absent from all mainstream queries.
Sentiment & Framing
45
When mentioned, consistently positive. Framed around sustainability, local sourcing, and compostable packaging. No negative sentiment detected.
Source Authority
15
boxmeal.co.uk cited 8 times. Also appears on 6 third-party sources including Eco-Age and Delicious Magazine. Limited domain authority.
Narrative Consistency
38
Consistent sustainability positioning when mentioned. Strong niche narrative, but known for only one angle — limits overall score.
Competitor Gap
8
Massive gap: HelloFresh at 42% SOV vs Box Meal at 3%. Even the nearest competitor (Green Chef) has double Box Meal's visibility.
Query Coverage
5
Appears in just 2 of 15 query categories tested (sustainability, local sourcing). Zero presence in "best meal kits", "cheapest", "family", "quick" and 11 others.
Multi-LLM Consistency
4
Only visible on ChatGPT. Zero presence on Google AI Overview and Perplexity. Single-platform dependency is a critical vulnerability.
Feature & Service Attribution
22
Known for "zero-waste packaging" and "locally sourced". Not attributed for taste, variety, price, convenience, or family-friendliness.
Geographic Relevance
18
Appears for some UK-specific queries but not localised. No city or region targeting. Missing "meal kits London", "meal kits Manchester" etc.
Temporal Freshness
25
Recent Eco-Age and Delicious Magazine mentions being picked up. Blog content starting to index. Freshness signals are improving.
Category Leadership
5
Not positioned as a leader in any category. HelloFresh and Gousto dominate. Even the sustainability sub-niche is shared with Mindful Chef.

Competitor Comparison

Business SOV Mentions AVS Score Tier Top LLM
HelloFresh 42% 187 62 Cited ChatGPT
Gousto 31% 138 48 Emerging Google AIO
Mindful Chef 14% 63 35 Emerging Perplexity
Green Chef 8% 36 22 Whisper ChatGPT
Box Meal ← 3% 12 18 Whisper ChatGPT
What the gap tells us: HelloFresh captures 42% of all AI mentions because it has invested heavily in content marketing, PR, influencer partnerships, and review management. Its domain (hellofresh.co.uk) is cited 134 times. Gousto follows a similar playbook with 112 domain citations. Box Meal's domain (boxmeal.co.uk) is cited just 8 times. The path to closing this gap is not to outspend HelloFresh — that is unrealistic for a 15-person startup. The path is to own specific niches so thoroughly that AI cannot answer questions about them without mentioning Box Meal. Sustainability is the first niche. "Best affordable meal kits", "meal kits for couples", and "local food delivery" are the next three targets.

Top Businesses Owning the Conversation

Beyond the tracked competitors, these businesses and publications dominate what AI recommends in the meal kit and food delivery space. They are not competitors — they are the gatekeepers. Getting featured by them is the fastest path to AI visibility.

Business Mentions What They Do Opportunity for Box Meal
BBC Good Food 234 Recipe content, meal planning guides, "best of" lists Submit for "Best Meal Kits" list. Pitch guest recipe feature. Priority
Trustpilot 189 Review platform, trust signals for AI Build to 200+ reviews with 4.5+ rating. Active review management strategy. Priority
The Guardian Food 156 Food journalism, meal kit reviews, lifestyle content Pitch contributed article on sustainable food delivery or founder profile.
MoneySavingExpert 143 Price comparison, "best deals" content Submit for "best meal kit deals" coverage. Emphasise value proposition.
Which? 127 Consumer reviews, independent testing Submit product for independent review and testing programme.
Delicious Magazine 98 Food media, recipe content, editorial features Already mentioned Box Meal. Deepen relationship — pitch seasonal feature.

Top Cited Domains

Where AI Gets Its Information
These are the domains most frequently cited by ChatGPT, Google AI Overview, and Perplexity when answering meal kit and food delivery queries. Domains marked with deal indicators have commercial licensing arrangements with AI platforms, which may influence citation frequency. Understanding this landscape reveals where Box Meal needs to be present.
Domain Citations Type Deal Indicator Box Meal Present?
bbcgoodfood.com 312 Recipe / Food Media
trustpilot.com 267 Review Platform $$$
theguardian.com 198 News Media $$$ OpenAI
reddit.com 176 Community Forum $$$ OpenAI + Google
moneysavingexpert.com 154 Consumer Finance
which.co.uk 143 Consumer Reviews
hellofresh.co.uk 134 Competitor Domain n/a
gousto.co.uk 112 Competitor Domain n/a
instagram.com 89 Social Media MSFT
youtube.com 78 Video GOOG
tiktok.com 67 Social Media
deliciousmagazine.co.uk 54 Food Media
linkedin.com 48 Professional Social MSFT
foodboxhq.com 43 Niche Review Site
independent.co.uk 38 News Media

Key: $$$ = known commercial deal with AI platform · MSFT = Microsoft/OpenAI ecosystem · GOOG = Google ecosystem · ✓ = Box Meal currently present · ✗ = Box Meal not present

Citation Sources Box Meal Can Target

Box Meal is currently present on just 1 of the top 15 cited domains. These are the specific, actionable targets for building citation presence across the sources AI relies on most.

Media Targets

High-Impact Editorial Placements

BBC Good Food — Submit Box Meal for inclusion in the "Best Meal Kit Delivery Services UK" roundup. This single page drives 87 citations across all three LLMs. Also pitch: guest recipe feature using seasonal, locally sourced ingredients; sustainability-angle editorial on zero-waste packaging innovation.

The Guardian Food — Pitch contributed article: "Why We Source Every Ingredient Within 50 Miles". The Guardian has licensing deals with OpenAI, making its content disproportionately influential in ChatGPT responses. A single Guardian feature could shift Box Meal's ChatGPT visibility significantly.

Delicious Magazine — Existing relationship (Box Meal already mentioned). Deepen with seasonal feature, founder interview, or exclusive recipe partnership. This is the warmest media target in the dataset.

The Independent — Food section features, "best of" roundups. Lower citation volume (38) but still referenced by all three LLMs. Submit for inclusion in meal kit comparison articles.

MoneySavingExpert — "Best Meal Kit Deals" content (143 citations). Critical for positioning Box Meal on value and affordability, not just sustainability. Contact editorial team with pricing information and introductory offer details.

Review Platforms

Trust Signal Building

Trustpilot — 267 citations. AI platforms use Trustpilot ratings as a trust signal when making recommendations. Box Meal needs an active review management strategy: request reviews from happy customers, respond to all reviews within 48 hours, aim for 200+ reviews at 4.5+ stars within 12 months.

Which? — 143 citations. Submit Box Meal for independent meal kit testing. A Which? "Best Buy" or "Eco Buy" badge would be transformative for AI visibility. Which? reviews are among the most trusted sources across all three LLMs.

FoodBoxHQ — 43 citations. Niche review site covering meal kits specifically. Lower volume but highly targeted. Submit for detailed review — every visitor to this site is a potential meal kit customer, and AI platforms rely on specialist review sites for niche queries.

Social & Community Platforms

Conversation Participation

LinkedIn — 48 citations. Create founder-led content about sustainable food delivery, DTC food trends, startup journey, and local sourcing economics. LinkedIn articles are cited by AI when answering industry and thought-leadership questions. Target content: "Why Local Sourcing Is the Future of Meal Kits", "What Zero-Waste Packaging Actually Costs", "Building a Meal Kit Brand in a HelloFresh World".

Reddit — 176 citations, with licensing deals with both OpenAI and Google. Participate authentically in r/mealprep, r/ukfood, r/cooking, and r/ZeroWaste. Community answers referencing Box Meal are picked up by AI crawlers. This requires genuine, long-term participation — not promotional posts.

Instagram / TikTok — Combined 156 citations. Visual content showing meal prep, packaging, farm visits, unboxing. AI platforms with Microsoft/Meta relationships surface Instagram content. Focus on save-worthy and share-worthy content that showcases Box Meal's differentiation.

YouTube — 78 citations, Google ecosystem. Recipe walkthroughs, "unboxing" content, sustainability explainers. YouTube content surfaces prominently in Google AI Overview. Even simple, well-titled videos can have outsized impact on Google AIO visibility.

Owned Content

boxmeal.co.uk — Foundation Layer

Blog — Currently underweight. Needs consistent publishing cadence targeting specific query categories: "best sustainable meal kits UK", "zero waste food delivery", "affordable meal kits", "meal kits for two", "quick weeknight meal kits". Each post should be 1,200–1,500 words, structured with clear headings for AI extraction.

FAQ page — Build a comprehensive FAQ with schema markup. AI extracts FAQ content for direct answers. Target: 30+ questions covering pricing, delivery areas, ingredients, allergens, sustainability credentials, and comparison with competitors.

Sustainability page — Dedicated page with specifics: carbon footprint data, packaging materials, sourcing radius, farm partnerships, waste reduction metrics. This is the content AI cites when it mentions Box Meal — make it as detailed and data-rich as possible.

Recipe pages — Individual recipe pages optimised for AI extraction. Each recipe should have structured data markup (Recipe schema), ingredient lists, method steps, nutritional information, and sourcing notes. This is how BBC Good Food built its 312-citation dominance.

Key Articles AI Cites

These are the specific articles most frequently referenced by AI platforms when answering meal kit queries. Articles where Box Meal is already mentioned are highlighted. The citation count indicates how many times across all 300 test prompts each article was referenced or drawn from.

# Article Source Citations Box Meal?
1 "Best Meal Kit Delivery Services UK 2026" BBC Good Food 87 Target
2 "HelloFresh vs Gousto vs Mindful Chef: We Tested Them All" Which? 64 Submit
3 "Best Meal Kits for Families UK" MoneySavingExpert 52
4 "Meal Kit Delivery Review: Is It Worth It?" The Guardian 48
5 "Sustainable Food Delivery: The Brands Making a Difference" Delicious Magazine 34 ✓ Mentioned
6 "Best Cheap Meal Kits UK 2026" TechRadar 29
7 "Zero Waste Meal Kits: A Complete Guide" Eco-Age 24 ✓ Mentioned
8 "Why Local Sourcing Is the Future of Meal Kits" (and similar) LinkedIn Pulse 18 Create
9 HelloFresh About Page hellofresh.co.uk 16 n/a
10 "UK Meal Kit Market Report 2026" Mintel 14
Pattern: Box Meal appears in just 2 of the top 10 cited articles — both in the sustainability niche. The top 4 articles (covering mainstream "best meal kit" queries) have zero Box Meal presence. These 4 articles alone account for 251 citations. Getting into even one of them would be transformative for Box Meal's visibility across all three AI platforms.

12-Month Strategy Roadmap

The AVS Annual tier is designed for self-delivery. This roadmap tells you what to do, in what order, and why it matters for AI visibility. Where K&C can deliver specific actions, we have included pricing. All K&C pricing is optional — every action can be executed internally.

Delivery Key

K&C Content Content written and delivered by K&C's in-house copywriter   K&C PR Connect PR delivered via K&C's referral network (15% referral fee)   Internal Action for Box Meal to execute in-house

Q1 — Months 1–3
Foundation
Build the content base, establish review presence, and create the pitch materials needed for media outreach.
  • K&C Content 4× blog posts targeting key query categories Target queries: "best sustainable meal kits UK", "zero waste food delivery UK", "affordable meal kits for two", "local ingredient meal kits". Each post 1,200–1,500 words, SEO-optimised with schema markup, targeting specific AI query categories where Box Meal is currently invisible.
    K&C price: £2,000 (4 × £500 per post)
  • Internal Trustpilot review strategy Set up Trustpilot business profile. Implement post-delivery review request flow (email + SMS). Target: 50 reviews in Q1, building toward 200+ by year-end. Respond to every review within 48 hours. Current state: no Trustpilot presence. Trustpilot is the 2nd most-cited domain in the dataset (267 citations).
  • K&C Content Comprehensive FAQ page with schema markup 30+ questions covering pricing, delivery areas, ingredient sourcing, dietary options, allergens, packaging, sustainability credentials, and comparison with competitors. Structured data markup for AI extraction. This becomes a primary citation source for AI platforms answering specific questions about meal kits.
    K&C price: £340
  • K&C Content LinkedIn content strategy for founder Content calendar for 12 weeks of LinkedIn posts and 2 long-form articles. Topics: "Why We Source Within 50 Miles", "What Zero-Waste Packaging Actually Costs", "Building a Meal Kit Brand Against HelloFresh". LinkedIn articles are cited 48 times in the dataset — founder-led content builds both personal and business authority in AI responses.
    K&C price: £600 (1 day consultancy + content calendar)
  • Internal Submit to Which? for meal kit testing Which? runs independent meal kit reviews (127 citations in dataset). Submit Box Meal for their next testing round. Provide product samples, pricing information, and sustainability documentation. Timeline: Which? testing cycles typically run quarterly — submit immediately for potential Q2/Q3 inclusion.
  • K&C Content Media pitch pack for BBC Good Food / Delicious Magazine Professional pitch pack including: Box Meal story and USPs, sustainability credentials with data, high-resolution photography, exclusive recipe options, founder bio and interview availability. Tailored versions for each target publication. This is the ammunition for all media outreach in Q2 and beyond.
    K&C price: £600 (1 day consultancy + pitch pack creation)
Q1 K&C investment (if all optional items purchased): £3,540
Q2 — Months 4–6
Outreach & Expansion
Use the foundation content to push into new query categories and begin media outreach. Directional — to be refined after re-scoring.
  • K&C Content 4× blog posts — new query categories Expand beyond sustainability into: "best meal kits for couples UK", "quick weeknight meal kits", "healthy meal kit delivery", "meal kits under £5 per serving". Each post structured for AI extraction with clear headings, comparison tables, and FAQ sections embedded within the content.
    K&C price: £2,000 (4 × £500 per post)
  • K&C PR Connect Media outreach campaign Targeted outreach to BBC Good Food, The Guardian Food, Delicious Magazine, The Independent food section, and MoneySavingExpert using the pitch pack from Q1. K&C connects Box Meal with a specialist food/lifestyle PR partner via our referral network. Objective: secure at least 2 media placements in Q2.
    PR partner fees vary by scope. K&C referral fee: 15% of PR engagement cost.
  • K&C Content First customer case study A real customer story: who they are, why they switched to Box Meal, what the experience is like, sustainability impact in their household. Published on boxmeal.co.uk and repurposed for LinkedIn, social media, and media pitches. Case studies build the trust signals that AI platforms weigh heavily when deciding what to recommend.
    K&C price: £500 (interview, write-up, and web formatting)
  • Internal Reddit community participation Begin authentic participation in r/mealprep, r/ukfood, r/cooking, r/ZeroWaste, and r/EatCheapAndHealthy. Not promotional — genuinely helpful answers that naturally reference Box Meal where relevant. Reddit has licensing deals with both OpenAI and Google (176 citations). Build presence over months, not days. This is a long-term signal.
  • Internal Submit to FoodBoxHQ for review Niche meal kit review site with 43 citations in the dataset. Submit Box Meal for a full written review. Provide complimentary boxes for testing. Highly targeted — every visitor to this site is already looking for meal kit recommendations.
  • Internal Trustpilot review milestone — 100 reviews Continue post-delivery review requests. Target 100 reviews by end of Q2. Begin responding to reviews publicly to build engagement signals. Maintain 4.5+ star average. Report positive Trustpilot rating on the boxmeal.co.uk homepage.
Q2 K&C investment (if all optional items purchased): £2,500 + PR partner fees
Q3 — Months 7–9
Authority Building
Establish Box Meal as a credible voice in the sustainable food space. Create original research. Directional — to be refined after re-scoring.
  • K&C Content 4× blog posts — deepening coverage Continue publishing cadence. Topics driven by Q1–Q2 performance data and AI response analysis. Potential topics: "meal kits vs supermarket: the real cost comparison", "best meal kits for students UK", "how meal kits reduce food waste", "seasonal eating with meal kits — an autumn guide".
    K&C price: £2,000 (4 × £500 per post)
  • K&C Content Original research: "UK Sustainable Food Delivery Report 2026" Commission or compile original data on sustainable food delivery in the UK. Survey 500+ customers, analyse industry data, produce a report with shareable headline findings. This becomes a citable source for journalists, bloggers, and — critically — AI platforms. Original research is one of the strongest authority signals for AI because it creates novel, primary-source information that cannot be found elsewhere.
    K&C price: £1,500 (research compilation, writing, and design)
  • Internal Recipe content hub — 20 optimised recipe pages Build a recipe section on boxmeal.co.uk with individual, SEO-optimised recipe pages. Each page with structured data markup (Recipe schema), ingredient lists, method steps, nutritional info, and "sourced within 50 miles" provenance notes. BBC Good Food's dominance (312 citations) is built on exactly this type of structured recipe content.
  • Internal Instagram / TikTok content strategy Begin consistent posting cadence: unboxing videos, recipe walkthroughs, farm visit content, sustainability behind-the-scenes, "from farm to fork" mini-series. Combined social citations (156) make this a significant visibility channel. Focus on save-worthy and share-worthy content that showcases Box Meal's differentiators visually.
  • K&C PR Connect Research report media push Use the original research report as a media hook. Press release + targeted outreach to food journalists, sustainability press, and business media. Original data gives journalists a compelling reason to write about Box Meal beyond a product review. Headline stats from the report become shareable soundbites.
    PR partner fees vary by scope. K&C referral fee: 15% of PR engagement cost.
Q3 K&C investment (if all optional items purchased): £3,500 + PR partner fees
Q4 — Months 10–12
Scale & Consolidate
Build on everything from the first 9 months. Prepare for the AVS Annual re-score. Directional — to be refined after re-scoring.
  • K&C Content 4× blog posts — seasonal and topical Maintain publishing cadence. Seasonal hooks: Christmas meal kits, New Year healthy eating, January budget-friendly options. Topical hooks: respond to industry news, competitor moves, food trends. Consistency is the signal — AI platforms favour sources that publish regularly.
    K&C price: £2,000 (4 × £500 per post)
  • K&C Content Second and third customer case studies Different customer profiles: a family with children, a couple, a sustainability-focused single buyer. Published on boxmeal.co.uk, repurposed across social and media pitches. Multiple case studies across diverse customer profiles build breadth of trust signals and expand the types of queries where Box Meal can appear.
    K&C price: £1,000 (2 × £500 per case study)
  • Internal YouTube content — 4× recipe / sustainability videos Short-form (2–5 minute) recipe walkthroughs and sustainability explainers. YouTube is the 10th most-cited domain (78 citations) and surfaces prominently in Google AI Overview. Titles optimised for search: "Zero Waste Meal Kit Unboxing UK", "Is Box Meal Worth It? Honest Review", "Cook With Me: Box Meal Seasonal Recipe".
  • Internal Trustpilot review milestone — 200+ reviews Continue review generation programme. By Q4, Box Meal should have 200+ Trustpilot reviews at 4.5+ stars. This creates a strong trust signal that AI platforms actively reference when making recommendations. Display the rating badge prominently across boxmeal.co.uk.
  • Internal Geographic content — city-specific landing pages Create landing pages for key delivery areas: "Meal Kit Delivery London", "Meal Kit Delivery Manchester", "Meal Kit Delivery Bristol", "Meal Kit Delivery Birmingham". Currently scoring 18 on Geographic Relevance. Location-specific pages with local farm partnerships and delivery details are a straightforward way to significantly improve this pillar.
  • K&C Content AVS Annual re-score preparation Content audit: review what has been published, what has been picked up by AI, and what gaps remain. Prepare for the annual re-score by ensuring all content is live, indexed, and structured for AI extraction. Review competitor movements and adjust strategy for year 2.
    Included in AVS Annual subscription (£2,750/yr)
Q4 K&C investment (if all optional items purchased): £3,000
12-Month Investment Summary

AVS Annual subscription: £2,750/yr (includes baseline report, annual re-score, and consultation)

Optional K&C content delivery (if all items purchased): £12,540

PR Connect referral fees: Variable (15% of PR partner engagement cost)

Internal actions: No external cost — delivered by Box Meal team

All K&C pricing is optional. The roadmap is designed to be executed internally using this report as a guide. K&C delivery is available for businesses that want professional execution, faster turnaround, or lack in-house content resource.

Realistic 12-Month Targets

AVS score: 18 → 32–40 (move from Whisper to Emerging tier)

Share of voice: 3% → 8–12%

Total mentions: 12 → 45–65

Query categories: 2 → 6–8 of 15

LLM visibility: 1 of 3 → 2–3 of 3

Trustpilot reviews: 0 → 200+

These targets assume consistent execution of the roadmap. AI visibility is not instant — it compounds. The first 3 months build the foundation; months 4–12 are where visibility gains accelerate as content is indexed, cited, and reinforced across platforms.

Your AVS Consultation

First Report — Baseline Consultation

As this is Box Meal's first AVS report, the included consultation focuses on establishing baseline benchmarks and confirming priorities for the 12-month action plan. Your consultation will cover:

1. Score walkthrough — We will walk through each of the 12 pillars, explaining what the scores mean and where the biggest opportunities lie. The goal is to make sure you understand not just the numbers, but the story they tell about Box Meal's current AI visibility.

2. Competitor context — What HelloFresh and Gousto are doing that Box Meal is not, and where the realistic gaps exist. We will be direct about what is achievable for a 15-person startup and what is not worth pursuing right now.

3. Roadmap prioritisation — The Q1 Foundation actions are detailed and ready to execute. Q2–Q4 actions are directional and will be refined based on what we learn in the first quarter. We will agree on the first 90-day priorities together.

4. Quick wins — Specific, low-effort actions that can be started this week: Trustpilot setup, FAQ page brief, BBC Good Food submission process, LinkedIn posting cadence.

5. Benchmark setting — We will agree on the specific numbers to target for the annual re-score, so progress is measurable from day one. These become the benchmarks against which the year's work is evaluated.

Consultation is included in the AVS Annual subscription. Delivered via video call within 10 working days of report delivery.

Supporting Documentation

Included with this report

Full prompt dataset — All 300 prompts used across 7 research days, with response summaries and mention tracking for each prompt. Organised by query category for easy reference.

Competitor response logs — Raw response data showing exactly what each LLM said about each tracked competitor, organised by query category and platform.

Citation source analysis — Detailed breakdown of every domain cited, including frequency, context, deal indicators, and actionable notes on how to get Box Meal present on each source.

Pillar methodology notes — How each of the 12 pillars is scored, what data feeds into it, and how the weighted AVS is calculated. Full transparency on our measurement approach.

Disclaimer: This report reflects AI platform outputs observed during the research period (Q2 2026). AI responses are non-deterministic — they vary by session, phrasing, user history, and platform updates. The AVS score is a structured snapshot, not a guarantee of future performance. Share of voice and mention counts are based on the specific prompt set tested and may not represent all possible queries in this sector.

Generative Engine Optimisation (GEO) is an emerging discipline. Known & Cited is transparent about what we know and what remains uncertain. We do not guarantee specific outcomes. We measure, plan, and help businesses take informed action based on the best available data.

Data handling: All research data is stored securely and shared only with the commissioning client. Competitor data is observational — based on publicly available AI responses — and does not involve accessing proprietary systems.

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