Misfits Market Appears in 37.1% of AI Answers. Here's Our Five-Step Plan to Improve Its AI Visibility.

Mark HuntleyBy Mark HuntleyFounder and CEO
9 minutes read

Key Takeaways

  • Misfits Market is mentioned and recommended at similar rates, but it seldom reaches the top of an answer.
  • The main issue is placement within answers, not overall reach.
  • One disputed membership claim should be verified against a current primary source before any page changes are made.
  • Priority work includes reviewing high-citation company pages, checking cited third-party sources, and building briefs around common buyer questions.

Answer Capsule

In November 2026, Misfits Market appeared in 176 of 474 AI answers included in the Grocery Delivery Services benchmark (37.13%). It received 168 recommendations (35.44%), with 20 Top 3 placements and 2 first-place recommendations. A mention means the company appeared in an answer; a recommendation means the answer affirmatively endorsed it.

Our plan compares the company with its competitors, checks conflicting AI claims against reliable sources, and identifies website pages, third-party sources and buyer questions to address. The historical results show how the figures changed across available months. Different monthly samples limit those comparisons, and conflicting AI claims require verification before corrections are proposed.

Current AI visibility

Questions This Section Answers

  • How do Misfits Market mentions, recommendations and placements compare with its Grocery Delivery Services peers?

Misfits Market recorded 176 mentions (37.13%) and 168 recommendations (35.44%) across 474 answers included in the benchmark. Top 3 placements numbered 20; first-place recommendations numbered 2. Framing among its mentions was 168 positive, 8 neutral and 0 negative.

Rank

Company

Mentions

Mention rate

Recommendations

Recommendation rate

Top 3

Top 3 rate

#1

#1 rate

1

Amazon

465

98.10%

400

84.39%

341

71.94%

50

10.55%

1

Walmart

456

96.20%

400

84.39%

353

74.47%

166

35.02%

3

Instacart

474

100.00%

390

82.28%

364

76.79%

175

36.92%

4

Shipt

323

68.14%

241

50.84%

71

14.98%

1

0.21%

5

Thrive Market

215

45.36%

205

43.25%

16

3.38%

4

0.84%

6

Misfits Market

176

37.13%

168

35.44%

20

4.22%

2

0.42%

7

Gopuff

137

28.90%

112

23.63%

18

3.80%

5

1.05%

8

FreshDirect

115

24.26%

101

21.31%

13

2.74%

4

0.84%

9

Kroger Delivery

159

33.54%

56

11.81%

26

5.49%

2

0.42%

10

Imperfect Foods

43

9.07%

24

5.06%

6

1.27%

1

0.21%

Misfits Market is mentioned and recommended at nearly the same rate, which tells us the brand is usually brought up in a favorable context rather than merely listed. The gap sits in position: it rarely lands at the top of an answer, so buyers who read only the first option may never reach it.

The practical implication is that reach is not the constraint. The work is about earning stronger placement within answers where the brand already appears. We would treat recommendation reach and top placement as separate goals, since improving one does not automatically move the other.

What changed since last month

Questions This Section Answers

  • How did Misfits Market counts and coverage differ across the available monthly snapshots?

Metric

Nov 2026

Mentions

176 / 474 (37.13%)

Recommendations

168 / 474 (35.44%)

Top 3 recommendations

20 / 474 (4.22%)

#1 recommendations

2 / 474 (0.42%)

Only months with verified results are shown. Monthly sample coverage is listed in Methodology.

There are insufficient usable monthly observations for a prior-period comparison.

This is the first verified monthly reading for Misfits Market, so there is no prior period to compare against. The figures describe a single selected sample, and the next report will be the first genuine month-to-month check.

Because the sample is one month, we should resist reading a trend into it. The useful move now is to lock in a baseline and agree which measures matter most, so later movement can be judged against a stable starting point rather than a shifting one.

AI recommendation trend

Observed recommendation rate (%), Nov 2026

  • Misfits Marketno change
    Nov 202635.44%

Separate selected monthly samples. Missing points are unavailable, not zero. Provider/prompt equivalence is unverified; rate movement does not demonstrate causation.

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Step 1. Measure

Questions This Section Answers

  • What should the agency measure and verify first for Misfits Market?

AI answers contained 1 conflicting claim about Misfits Market: 0 critical, 0 high, 1 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

The benchmark surfaced one disputed claim about Misfits Market, rated medium priority. That rating is a sorting tool for fact-checking, not a finding that anyone made a mistake. It tells us where to look first, not what to conclude.

We would build a visibility comparison alongside a short list of claims to verify, each with an owner and a source requirement. That pairing lets the client see where the brand stands and, separately, which statements need checking before any public response is considered.

Step 2. Make the website consistent

Questions This Section Answers

  • Which recorded claim differences about Misfits Market should be verified before proposed page edits?

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

membership requirement

medium

no strict membership required

subscription-based membership

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

The disputed topic concerns whether a membership is required, with one answer describing no strict membership and another describing a subscription. Both are recorded AI statements, not verified facts, and a difference in dates or context could explain the apparent conflict.

We would confirm the entity and the current primary source before drafting anything. If the facts support a page brief, we would write it around the approved position; if not, we would record a no-change decision. Neither path assumes the AI claim is wrong.

Step 3. Align the external narrative

Questions This Section Answers

  • Which cited third-party pages are relevant to fact review for Misfits Market?

Cited page selected for review

Citation appearances in all captured answers

Answers mentioning the company

Conflicting claims linked to this page

https://cnet.com/home/kitchen-and-household/best-grocery-delivery-service/

242

109

1

https://thekitchn.com/online-grocery-shopping-22945794

100

57

1

https://owndeliv.com/top-10-online-grocery-delivery-apps-in-the-usa-in-2026

43

7

1

https://thrivemarket.com/

15

5

0

https://studentbeans.com/blog/uk/cheapest-online-supermarkets-for-delivery

3

2

0

https://emarketer.com/content/walmart--amazon-remain-on-top-digital-grocery-market-matures

2

2

0

These pages were selected because they relate to the company in the captured answers. Their current contents still need checking before any correction request. A page linked to a conflicting claim is not necessarily its cause, and the same answer may contribute to more than one row.

Several widely cited pages relate to Misfits Market and one carries a linked conflicting claim, but a citation does not show that a page influenced an answer or caused the conflict. The current contents of these pages still need checking.

We would review the most relevant sources first, confirm what they actually say today, and only then consider a factual request backed by evidence. Publisher requests would be framed as corrections of verifiable points, with responses logged separately from confirmed edits.

Step 4. Optimize priority company pages

Questions This Section Answers

  • Which observed Misfits Market website pages should receive review briefs?

Company website page

Citation appearances in all captured answers

Benchmark answers citing the page

Recommending answers citing the page

https://misfitsmarket.com/grocery-delivery-wichita

13

12

12

https://help.misfitsmarket.com/en_us/do-you-accept-snap-benefits-or-ebt-as-payment-Sy77pyZuj

2

0

0

https://help.misfitsmarket.com/en_us/what-payment-methods-do-you-accept-BJjX6y_o

2

0

0

https://blog.misfitsmarket.com/understanding-meat-grass-fed-organic-prime/

1

1

1

https://help.misfitsmarket.com/tags/EBT

1

0

0

https://misfitsmarket.com/affiliate-program

1

0

0

https://misfitsmarket.com/almond-milk-delivery?srsltid=AfmBOopJw8CdaxFZJIy8lkfufCxqSWX1VUbuO698CJC-Ws6mRu9ZV0MO

1

0

0

https://misfitsmarket.com/gluten-free-food-delivery

1

1

1

The company's website was cited 30 times across 16 distinct page addresses; the table shows 8 pages selected for review. Zeros in the answer columns mean no matching answers were recorded. A cited page is not automatically a page that accompanied a recommendation.

The company site was cited across many pages, but the table shows a small selection for review. One grocery delivery page accounts for most of the benchmark citations, while several help and blog pages appear only incidentally. A citation is not proof that a page accompanied a recommendation.

We would prepare page briefs for the priority pages using approved facts and real audience questions, checking existing coverage before proposing anything new. Pages with no matching answers stay out of scope until there is a reason to revisit them.

Step 5. Publish around buyer questions

Questions This Section Answers

  • Which observed buyer questions support content briefs for Misfits Market?

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What are the best websites for online groceries?

5

4

4

What is the best home delivery grocery service?

6

3

3

Where is the best place to buy groceries online?

3

3

3

Where is the best place to order groceries online?

6

3

3

What are the best online grocery delivery apps?

4

2

2

What is the best app to use to order groceries?

4

2

2

What is the best grocery service?

4

2

2

Where can I buy healthy groceries online?

2

2

2

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

The recorded questions cluster around best-place and best-app choices for online groceries, and Misfits Market appears in most of them, usually with a matching recommendation. These are answer observations, not search volume or proof that the website lacks content.

We would turn the strongest questions into content briefs, checking first whether the site already answers them well. Where coverage exists, the brief becomes an improvement task; where it does not, a new page is proposed with the buyer question as its organizing idea.

Our 90-day action plan

Questions This Section Answers

  • How should the agency sequence the proposed Misfits Market work and judge completion?

Period

Deliverable

Completion criterion

Days 1–30

Baseline scorecard, scoped fact-review register and page/source shortlist

Each record has an owner, evidence requirement and review status

Days 31–60

Approved page briefs and justified publisher requests

Separate confirmed edits, no-change decisions, requests and responses

Days 61–90

Buyer-content briefs and a fresh scorecard

Record work completed separately from measured answer outcomes and comparability limits

The first month establishes the baseline scorecard, a scoped fact-review register and a shortlist of pages and sources, each with an owner and evidence requirement. The second month produces approved page briefs and any justified publisher requests, with confirmed edits and no-change decisions recorded separately.

The final month delivers buyer-content briefs and a fresh scorecard. Completed work is reported apart from measured answer outcomes, and we will not present delivered tasks as evidence of improved visibility.

Methodology

Questions This Section Answers

  • How are Misfits Market answer metrics and citation populations defined?

This report covers 2026-11. The exact dates when the original AI answers were collected have not been verified. The visibility rates use 474 answers that met the benchmark's inclusion rules. A company is recommended only when the answer both endorses it and uses positive wording. Top 3 and first-place counts are part of those recommendations, not extra recommendations.

An answer can mention or recommend several companies, so company counts cannot be added to find the number of distinct answers. The net sentiment score is positive minus negative mentions, divided by all company mentions; it describes answer wording, not customer satisfaction.

The wider citation analysis covers 800 captured answers and 4817 appearances of cited URLs. Citation appearances across all captured answers differ from the number of benchmark answers citing a page and the number that also recommend a company. The current contents of cited pages and disputed company claims still need independent verification.

Monthly sample coverage:

Reporting month

Answers included

AI services covered

Services

Nov 2026

474

6

ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity

July 2026 measured a different set of companies, so it is excluded from this comparison. August 2026 measured a different set of companies, so it is excluded from this comparison. September 2026 measured a different set of companies, so it is excluded from this comparison. October 2026 measured a different set of companies, so it is excluded from this comparison.

The answer samples differ between months. These comparisons show how the recorded results changed; they do not establish why they changed.

The report covers a single month, and the exact collection dates for the original answers have not been verified. Recommendation requires both endorsement and positive wording, and top placements sit inside recommendations rather than adding to them. Company counts cannot be summed to find distinct answers.

Citation appearances across all captured answers differ from benchmark citations and from recommending answers. Cited pages and disputed claims still need independent checking, and the monthly samples are separate selected sets, so observed movement does not establish cause.

Our first three priorities

First, verify the membership question against a current primary source before any correction is considered, and record the outcome either way. Second, prepare page briefs for the priority company pages using approved facts, starting with the grocery delivery page that draws most citations.

Third, build buyer-question content around the best-place and best-app questions where the brand already appears, checking existing coverage first. These three tracks give the client verified facts, stronger owned pages and content aimed at real buyer questions, while keeping delivered work distinct from any future visibility change.

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Understanding AI search visibility.

AI search experiences create answers by pulling information from many places online and summarizing it into a single response.

What Is AI Citation Intelligence?
AI citation intelligence is the process of measuring where AI platforms source their information and how frequently a brand is mentioned or referenced in AI-generated responses. Because LLMs synthesize across multiple sources, the sites and brands that appear repeatedly tend to influence how a topic or company is framed. This practice focuses on identifying which sources shape AI outputs and tracking brand visibility across different AI systems.
What Is Citation Architecture?
Citation architecture describes the set of sources that consistently inform how AI systems talk about a brand, product, or topic. LLMs draw from websites, articles, forums, and public discussion, and the sources they rely on most often become the backbone of their answers. Building strong citation architecture means ensuring that accurate, credible, high authority sources are the ones most likely to shape the way AI tools summarize and recommend a brand.
What Is Generative Engine Optimization?
Generative engine optimization (GEO) is the practice of improving the chances that AI systems use and cite your brand or content when generating answers. While traditional SEO is centered on ranking pages in search results, GEO focuses on how LLMs retrieve, interpret, and combine information when responding to a question. The objective is to strengthen the content and sources AI systems rely on, so your brand is treated as a trusted reference in AI responses.
What Is AI Share of Voice?
AI share of voice tracks how often a brand appears in AI-generated answers compared with competitors in the same category. It reflects visibility across AI platforms such as ChatGPT, Gemini, Claude, and Perplexity. Monitoring AI share of voice helps organizations see whether AI systems consistently include and recommend their brand for key queries or whether competitor brands are showing up more often.

About The Author

Mark Huntley

Mark Huntley

Founder and CEO

Mark Huntley, J.D. is founder of CiteWorks Studio, a strategic advisory focused on visibility, authority, and recommendation presence in AI-shaped search environments. His work centers on embedding-level GEO, vector optimization, and cosine gap engineering — helping brands align their digital presence with the retrieval systems that increasingly shape discovery, interpretation, and choice.

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