Grocery Delivery Services in AI Search: The Biggest AI Visibility Problems and How We'd Fix Them

Companies covered: Shipt, Amazon, Gopuff, Walmart, Instacart, FreshDirect, Thrive Market, Misfits Market, Imperfect Foods, Kroger Delivery

Answer Capsule

The November 2026 Grocery Delivery Services benchmark compares 10 companies across 474 AI answers that met its inclusion rules. Amazon recorded 465 mentions and 400 recommendations (84.39% of the answers). Being mentioned means appearing in an answer; being recommended means receiving an affirmative endorsement.

We examine each company, compare the available monthly results, and set out a five-step plan for improving the information AI systems can draw on. The work starts with measuring visibility and checking conflicting claims, then moves to company pages, relevant publishers and buyer questions. The cited pages need review before any correction request, and the research does not establish what caused recommendation differences or promise future gains.

Executive industry diagnosis

Questions This Section Answers

• What does the Grocery Delivery Services benchmark show about mentions, recommendations and placement?

The peer set splits into two tiers. Amazon, Walmart and Instacart are named in nearly every answer and recommended in most of them, so they function as the default shortlist. Shipt sits just below that group: it is recommended in about half of answers, a real presence but not a default.

The rest of the field is thinner. Thrive Market and Misfits Market are recommended often when they appear, yet they appear in far fewer answers, so their reach is the constraint rather than their appeal. Gopuff, FreshDirect and Kroger Delivery show the same shape at smaller scale.

Kroger Delivery is the clearest gap between being named and being endorsed: it appears in a third of answers but is recommended in roughly a tenth. That is a positioning problem worth examining, not proof of a product weakness.

For the agency, the practical split is between defending default status for the leaders and widening reach for the specialists. Both begin with a shared baseline and a fact-check of disputed claims before any page or publisher work is proposed.

What changed since last month

Questions This Section Answers

• What changed across the usable monthly Grocery Delivery Services snapshots?

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

Only one month of verified results is available, so this is a starting snapshot rather than a trend. The printed table shows each company's recommendation counts and rates for the reporting period; earlier months measured different company sets and are excluded.

With no like-for-like prior period, no movement can be attributed to any cause. The useful step is to lock this snapshot as the baseline and record the inclusion rules, answer sources and collection dates so the next month can be compared honestly.

Company-by-company findings

Shipt

Questions This Section Answers

• What measured visibility pattern and review priority does Shipt have in Grocery Delivery Services?

Shipt recorded 323 mentions (68.14%) and 241 recommendations (50.84%) across 474 answers included in the benchmark. Top 3 placements numbered 71; first-place recommendations numbered 1. Framing among its mentions was 242 positive, 75 neutral and 6 negative.

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

AI answers contained 0 conflicting claims about Shipt: 0 critical, 0 high, 0 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.

No results are available for this part of the analysis.

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.

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

Selected owned-page review candidate: https://shipt.com/.

Selected third-party review candidate: https://apps.apple.com/us/app/shipt-order-grocery-delivery/id971888874.

Shipt is recommended in about half of the answers that mention it, which is substantial reach, but it rarely takes first place. Being named and being endorsed are different measures, and leading a list is narrower still. The gap suggests Shipt is a familiar fallback rather than a first choice.

We would propose a conditional review of the selected owned page and the app-store listing, checking current facts before any edit. A short scorecard tracking where Shipt is recommended versus merely mentioned would show whether that gap narrows.

Amazon

Questions This Section Answers

• What measured visibility pattern and review priority does Amazon have in Grocery Delivery Services?

Amazon recorded 465 mentions (98.10%) and 400 recommendations (84.39%) across 474 answers included in the benchmark. Top 3 placements numbered 341; first-place recommendations numbered 50. Framing among its mentions was 406 positive, 59 neutral and 0 negative.

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

AI answers contained 13 conflicting claims about Amazon: 0 critical, 2 high, 11 medium, 0 low. Of these, 2 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.

Another 4 possible conflicts were excluded because the company match was uncertain. They need an identity check before substantive review.

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.

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

Selected owned-page review candidate: https://amazon.com/fmc/learn-more.

Selected third-party review candidate: https://rokform.com/blogs/rokform-blog/high-paying-delivery-apps-for-drivers.

Amazon is named in almost every answer and recommended in most, with a large share of top-three placements but comparatively few first-place finishes. That pattern points to dependable presence rather than outright leadership in the answers.

The recorded conflicts concern driver pay figures, which are the kind of claim that shifts with dates and sources. We would propose verifying current primary sources before any correction, and a page brief for the selected owned page. The excluded uncertain matches need an identity check first.

Gopuff

Questions This Section Answers

• What measured visibility pattern and review priority does Gopuff have in Grocery Delivery Services?

Gopuff recorded 137 mentions (28.90%) and 112 recommendations (23.63%) across 474 answers included in the benchmark. Top 3 placements numbered 18; first-place recommendations numbered 5. Framing among its mentions was 113 positive, 24 neutral and 0 negative.

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

AI answers contained 5 conflicting claims about Gopuff: 0 critical, 0 high, 3 medium, 2 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.

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.

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

Selected owned-page review candidate: https://gopuff.com/.

Selected third-party review candidate: https://cnet.com/home/kitchen-and-household/best-grocery-delivery-service/.

Gopuff is recommended in most answers that mention it, so its appeal is not the issue; reach is. It appears in a minority of answers and rarely leads a list, which limits how often it can be chosen at all.

The recorded conflicts concern delivery speed, where different figures may reflect different dates or service areas. We would propose a fact-check against current primary sources and a page brief for the selected owned page, treating any correction as conditional on that verification.

Walmart

Questions This Section Answers

• What measured visibility pattern and review priority does Walmart have in Grocery Delivery Services?

Walmart recorded 456 mentions (96.20%) and 400 recommendations (84.39%) across 474 answers included in the benchmark. Top 3 placements numbered 353; first-place recommendations numbered 166. Framing among its mentions was 404 positive, 52 neutral and 0 negative.

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

AI answers contained 3 conflicting claims about Walmart: 0 critical, 0 high, 2 medium, 1 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.

Another 1 possible conflicts were excluded because the company match was uncertain. They need an identity check before substantive review.

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.

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

Selected owned-page review candidate: https://walmart.com/cp/food/976759.

Selected third-party review candidate: https://owndeliv.com/top-10-online-grocery-delivery-apps-in-the-usa-in-2026.

Walmart is named in nearly every answer and recommended in most, and it takes first place far more often than Amazon despite similar reach. That combination makes it one of the strongest positions in the set, with little obvious headroom in reach.

The recorded conflicts concern Walmart+ delivery fees, a detail that changes over time. We would propose confirming current fee terms from primary sources before any correction, and a page brief for the selected owned page to keep the core offer clear.

Instacart

Questions This Section Answers

• What measured visibility pattern and review priority does Instacart have in Grocery Delivery Services?

Instacart recorded 474 mentions (100.00%) and 390 recommendations (82.28%) across 474 answers included in the benchmark. Top 3 placements numbered 364; first-place recommendations numbered 175. Framing among its mentions was 395 positive, 61 neutral and 18 negative.

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

AI answers contained 19 conflicting claims about Instacart: 0 critical, 0 high, 17 medium, 2 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.

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.

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

Selected owned-page review candidate: https://instacart.com/.

Selected third-party review candidate: https://cnet.com/home/kitchen-and-household/best-grocery-delivery-service/.

Instacart is named in every answer in the benchmark and endorsed in most, with the largest share of first-place finishes in the set. Its presence is broad, so the useful question is how often that presence comes with an affirmative endorsement rather than how often it appears at all.

The recorded conflicts concern driver pay ranges, which vary by source and date. We would propose verifying current figures before any correction and a page brief for the selected owned page, keeping any disputed claim flagged until confirmed.

FreshDirect

Questions This Section Answers

• What measured visibility pattern and review priority does FreshDirect have in Grocery Delivery Services?

FreshDirect recorded 115 mentions (24.26%) and 101 recommendations (21.31%) across 474 answers included in the benchmark. Top 3 placements numbered 13; first-place recommendations numbered 4. Framing among its mentions was 101 positive, 14 neutral and 0 negative.

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

AI answers contained 0 conflicting claims about FreshDirect: 0 critical, 0 high, 0 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.

No results are available for this part of the analysis.

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.

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

Selected owned-page review candidate: https://freshdirect.com/.

Selected third-party review candidate: https://techradar.com/uk/best/best-online-grocery-delivery-services-amazonfresh-vs-freshdirect-vs-instacart.

FreshDirect is recommended in most answers that mention it, so when it appears it is received well. Its constraint is reach: it is named in roughly a quarter of answers and rarely leads a list, which keeps it out of many shortlists entirely.

No conflicting claims were recorded, so the work here is about widening presence rather than repairing facts. We would propose a page brief for the selected owned page and a review of the third-party source that covers it, checking current contents first.

Thrive Market

Questions This Section Answers

• What measured visibility pattern and review priority does Thrive Market have in Grocery Delivery Services?

Thrive Market recorded 215 mentions (45.36%) and 205 recommendations (43.25%) across 474 answers included in the benchmark. Top 3 placements numbered 16; first-place recommendations numbered 4. Framing among its mentions was 205 positive, 10 neutral and 0 negative.

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

AI answers contained 3 conflicting claims about Thrive Market: 0 critical, 0 high, 3 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.

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.

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

Selected owned-page review candidate: https://thrivemarket.com/.

Selected third-party review candidate: https://cnet.com/home/kitchen-and-household/best-grocery-delivery-service/.

Thrive Market is recommended in almost every answer that mentions it, one of the strongest endorsement rates relative to its reach. It appears in under half of answers and seldom leads a list, so the opportunity is broader presence rather than better framing.

The recorded conflicts concern product selection and delivery fees, both of which are factual and checkable. We would propose confirming current details from primary sources before any correction, then a page brief for the selected owned page.

Misfits Market

Questions This Section Answers

• What measured visibility pattern and review priority does Misfits Market have in Grocery Delivery Services?

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.

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

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.

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.

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

Selected owned-page review candidate: https://misfitsmarket.com/grocery-delivery-wichita.

Selected third-party review candidate: https://cnet.com/home/kitchen-and-household/best-grocery-delivery-service/.

Misfits Market is recommended in most answers that mention it but appears in a minority of answers and rarely leads. Its endorsement rate suggests the offer lands well when described; the limit is how often it is described at all.

The recorded conflict concerns whether a membership is required, a factual point that affects how buyers judge the service. We would propose verifying the current membership terms before any correction, and a page brief for the selected owned page to make that detail unambiguous.

Imperfect Foods

Questions This Section Answers

• What measured visibility pattern and review priority does Imperfect Foods have in Grocery Delivery Services?

Imperfect Foods recorded 43 mentions (9.07%) and 24 recommendations (5.06%) across 474 answers included in the benchmark. Top 3 placements numbered 6; first-place recommendations numbered 1. Framing among its mentions was 24 positive, 19 neutral and 0 negative.

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

AI answers contained 0 conflicting claims about Imperfect Foods: 0 critical, 0 high, 0 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.

No results are available for this part of the analysis.

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.

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

Selected owned-page review candidate: https://help.imperfectfoods.com/en_us/do-you-accept-snap-benefits-or-ebt-as-payment-Sy77pyZuj.

Selected third-party review candidate: https://foodspark.io/grocery-delivery-apps-in-usa/.

Imperfect Foods has the smallest presence in the set, named in a small fraction of answers and recommended in fewer still. Neutral framing dominates its mentions, which suggests it is described without strong endorsement rather than criticized.

No conflicting claims were recorded, so the starting work is reach and clarity rather than repair. We would propose a page brief for the selected help page and a review of the third-party source covering it, verifying current contents before any request.

Kroger Delivery

Questions This Section Answers

• What measured visibility pattern and review priority does Kroger Delivery have in Grocery Delivery Services?

Kroger Delivery recorded 159 mentions (33.54%) and 56 recommendations (11.81%) across 474 answers included in the benchmark. Top 3 placements numbered 26; first-place recommendations numbered 2. Framing among its mentions was 56 positive, 102 neutral and 1 negative.

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

AI answers contained 0 conflicting claims about Kroger Delivery: 0 critical, 0 high, 0 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.

No results are available for this part of the analysis.

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.

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

Selected owned-page review candidate: https://kroger.com/i/ways-to-shop/delivery.

Selected third-party review candidate: https://cnet.com/home/kitchen-and-household/best-grocery-delivery-service/.

Kroger Delivery shows the widest gap in the set between being named and being recommended: it appears in about a third of answers but is endorsed in roughly a tenth, and neutral framing dominates its mentions. That pattern suggests answers describe it without advocating for it.

No conflicting claims were recorded, so this looks like a positioning question rather than a factual one. We would propose a page brief for the selected owned page and a review of the publisher page that covers it, checking current contents before drawing conclusions.

The CiteWorks five-step improvement plan

Step 1. Establish the baseline

Questions This Section Answers

• What should the agency deliver when it works to establish the baseline for Grocery Delivery Services?

Build a single scorecard that records, for each company, how often it is named, endorsed, placed in the top three and placed first, with the answer source and collection date attached. Keep the measures separate so a recommendation rate is never read as customer behaviour.

Document the inclusion rules and the company set for this month so future comparisons are like-for-like. Where a company match is uncertain, record it as unresolved rather than folding it into the baseline.

Step 2. Verify disputed facts

Questions This Section Answers

• What should the agency deliver when it works to verify disputed facts for Grocery Delivery Services?

AI answers contained 44 conflicting claims across 6 companies. Another 5 possible conflicts were excluded because their company matches were uncertain. The conflicting claims need fact-checking before any corrections are proposed.

Work through the recorded conflicts company by company, starting with the higher-severity items and the uncertain matches that need an identity check. For each, confirm the entity, the date and the primary source before deciding whether a correction is warranted.

Record outcomes as confirmed, no change needed, or still unresolved. A citation or an AI claim does not by itself establish an error, so nothing moves to a correction request until the current facts are verified.

Step 3. Review owned pages

Questions This Section Answers

• What should the agency deliver when it works to review owned pages for Grocery Delivery Services?

Turn the selected owned pages into briefs that state the facts to confirm, the questions the page should answer and the owner for each item. Verify current page contents before proposing edits, since the selection is a review candidate rather than a known problem.

Keep confirmed edits, no-change decisions and open questions in separate columns so progress is visible without implying that any edit changed an answer.

Step 4. Review third-party sources

Questions This Section Answers

• What should the agency deliver when it works to review third-party sources for Grocery Delivery Services?

Prepare source-review packages for the publisher pages that cover each company, beginning with the pages that appear across the most companies. Check what each page currently says before drafting any request, and treat citation appearances as a signal of relevance, not proof of influence.

Requests should cite verified facts and stay separate from responses. Where a page cannot be verified or reached, record that rather than assuming an error.

Step 5. Address buyer questions and measure again

Questions This Section Answers

• What should the agency deliver when it works to address buyer questions and measure again for Grocery Delivery Services?

Draft buyer-question content from the questions actually observed, such as same-day delivery, best overall service and regional availability. Each brief should answer the question directly and cite verified facts rather than repeating claims from answers.

When the next measurement runs, report delivered work separately from answer outcomes and note the comparability limits. Any change in the answers should be described as an observed difference, not as proof that the work caused it.

Third-party authority and citation opportunities

Questions This Section Answers

• Which cited publisher pages support targeted source review in Grocery Delivery Services?

These pages are candidates for review, not confirmed errors. Citation appearances are counted across the captured answers and are not added again for each company.

The publisher pages vary widely in how many companies they cover. One page spans most of the set and is the natural first review; a few others cover two or three companies each, and the remainder cover a single company.

Citation appearances show that a page was cited across captured answers, not that it shaped any recommendation. We would verify each page's current contents before drafting a request, and prioritize by how many companies a page covers and how central those companies are to the client's goals.

The app-store listing and the smaller blog pages are lower priority but still worth checking for factual accuracy where they describe a client.

What we'd prioritize first

Start with the baseline scorecard and the fact-review register, because every later step depends on knowing which claims are disputed and which company matches are uncertain. The Amazon and Instacart pay claims and the Walmart fee claims are the most consequential to verify first.

Next, prepare page briefs for the selected owned pages and justified publisher requests, keeping confirmed edits separate from no-change decisions. The single page covering most of the set is the highest-leverage source review.

Finally, draft buyer-question content and run a fresh measurement, reporting completed work separately from answer outcomes. No step should promise a gain in visibility; the aim is accurate, well-sourced material and an honest record of what changed.

Methodology and conclusion

Questions This Section Answers

• What do the Grocery Delivery Services sample and source-review limits allow us to conclude?

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:

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.

This report covers the reporting period, using the answers that met the benchmark's inclusion rules. The exact collection dates of the original answers have not been verified, and the current contents of cited pages and disputed claims still need independent checking.

Mentions, endorsements and placements are separate measures, and an answer can cover several companies, so counts cannot be added to find distinct answers. The sentiment figures describe answer wording, not customer satisfaction.

Only one month of verified results is available, so no trend can be claimed. The proposed work is a baseline, a fact-check, page and source reviews, and buyer-question content, with a fresh measurement to follow.