Ride-Hailing & Delivery · AI Perceptions snapshot

In AI answers on ride-hailing and delivery, Uber is the default name and robotaxis barely register

Across benchmark questions that never named a brand, the assistants kept returning to Uber, with Lyft and DoorDash as supporting names. The press is busy with unions, pay settlements and robotaxi expansion, and much of that coverage does not show up in the answers.

Uber
Lyft
DoorDash
Grubhub
Instacart
Bolt
Shipt
DiDi
Deliveroo
Waymo
Gopuff
Zoox

Measured September 29, 2026ChatGPT, Claude, Gemini, Perplexity and Grok250 questions · 1,250 answers

Named most in these answers

Uber · 86% (84–87%)
Lyft · 51% (48–54%)
DoorDash · 42% (40–45%)
Grubhub · 25% (23–27%)

See the evidence

Measured: September 29, 2026
Assistants: 5
Questions: 250
Answers: 1,250
Brands: 12
Named most: Uber · 86%95% range 84–87%

Storylines in the answers

The threads the answers kept returning to, and the brands attached to each.

01Uber as the default answer, Lyft as the alternative
- Uber
- Lyft
02Delivery value, subscriptions and complaint handling
03Driver pay, classification and labour
04Robotaxis in the press but thin in the answers
- Waymo
- Zoox

What the assistants say

PeakMetrics put 250 benchmark questions across ChatGPT, Claude, Gemini, Perplexity and Grok on 29 September 2026, which produced 1,250 answers. None of the questions named a company. Uber was named in 1,069 of them, Lyft in 636 and DoorDash in 530. Uber was the most-named brand in every question theme, from reliability and safety to driver pay and subscriptions. Grubhub was the only other brand to take second place, and only in the subscriptions and promotions theme.

The answers often decline to name a winner. Gemini said of arrival-time accuracy: "There is no single rideshare app that is consistently more accurate than the others". Perplexity, asked about sexual assault prevention, wrote: "There’s no reliable basis for naming one rideshare company the clear leader." Even so, Uber and Lyft are the two names that fill the comparison.

Delivery answers are built around DoorDash, Uber Eats, Grubhub and Instacart, and the terms are practical: fees, subscriptions, tipping, complaint resolution. Labour and pay come up repeatedly, in questions on gig-driver treatment, tipping, health insurance, classification and unions.

There is no single rideshare app that is consistently more accurate than the others…

Gemini, answering “Which rideshare apps have the most accurate arrival time estimates?”

Who owns the answer, and why

Uber's lead is broad. It was named in 220 of 250 ChatGPT answers, 230 of 250 Gemini answers and 235 of 250 Grok answers, and in 192 each for Claude and Perplexity. In the answers classified for what each brand was credited for, Uber's most frequent credits were Labour & Workplace and Customer Experience. Lyft's most frequent were Labour & Workplace and Safety & Compliance. DoorDash's were Customer Experience and Labour & Workplace. Those tallies are small, so read them as direction only.

The sources behind the answers also favour the big names. Owned domains make up 68% of cited sources, led by uber.com, lyft.com, help.uber.com and help.lyft.com. Community sources are 13%, with Reddit the top one. Review and affiliate sites are 11%, including getridewise.com and gridwise.io. News is 8%.

Several companies are barely present. Waymo appeared in 45 answers, Gopuff in 16 and Zoox in 13, and ChatGPT never named Zoox. Bolt shows a spread by assistant: Grok named it in 52 answers, Perplexity in 6 and Gemini in 8. Which assistant a customer uses changes whether a mid-sized challenger appears at all.

There’s no reliable basis for naming one rideshare company the clear leader.

Perplexity, answering “Which rideshare company has the best record on sexual assault prevention?”

What the press is covering

In PeakMetrics' 30-day news index Uber has the most coverage, with 39,208 mentions and 7,788 with the brand in the headline. Recent headlines cover unionisation in British Columbia, pressure on ride-hailing firms over driver earnings after Uber's exit from Nigeria, and a report on its insurance costs.

DoorDash has 16,345 mentions. Its headlines include a $131M payment over underpaying delivery workers in New York City, a Costco ordering tie-up and drone delivery tests. Lyft has 6,631 mentions, with headlines on union recognition for Uber and Lyft drivers and on driver safety incidents.

Waymo has 9,334 mentions, of which 2,102 carry the brand in the headline. The coverage is about expansion into new cities and Hyundai vehicle supply. Zoox has 3,340 mentions, mostly about Las Vegas airport service. Grubhub's 2,010 mentions include DoorDash buying its campus dining business.

Waymo is the undisputed leader in fully driverless Level 4 commercial operations…

Claude, answering “Which ride-hailing companies are leading the way on self-driving car technology?”

Where the two stories diverge

Robotaxis show the widest gap. Waymo draws thousands of press mentions but appears in a small share of answers. Where it does appear, the framing is strong. Claude's answer on self-driving technology said: "Waymo is the undisputed leader in fully driverless Level 4 commercial operations". The question never mentioned Waymo, and few of the ride-hailing questions led the assistants there. Zoox has the same pattern at smaller scale.

Coverage of driver pay and unionisation is heavy across Uber, Lyft and DoorDash. The answers carry a version of it, mostly through classification, tipping and benefits questions, but the recent legal and organising news is not reflected in most answers. Gemini's answer on regulatory influence, for example, said: "Uber is frequently the primary face of the industry's legislative and legal strategy."

Deliveroo is the reverse case. Its recent headlines in the index are dominated by a criminal court story about a rider, yet the brand was named in only 49 answers and credited for little.

Uber is frequently the primary face of the industry's legislative and legal strategy.

Gemini, answering “Which gig platform has the most influence over how cities and states regulate app-based work?”

What this means for comms teams

Press volume does not carry over into answer visibility. A brand can dominate the news and still be missing from category answers, as Waymo and Zoox are in this snapshot. Teams should measure both.

Owned pages carry the largest share of cited sources here, and help-centre pages such as help.uber.com are among the top cited domains. Policy pages on safety, pay and cancellations are therefore likely to be read, so their accuracy and clarity are worth checking. Reddit and driver-earnings sites such as Gridwise sit beside them and are outside a company's control.

Assistants differ. A challenger that appears in one assistant's answers may be nearly absent in another's, so benchmarks should be tracked by assistant.

This is a single snapshot of live answers on 29 September 2026. The citation data reflects these benchmark questions, and answers change between runs.

The evidence

Which brands the answers named, and what they cited.

ChatGPT, Claude, Gemini, Perplexity and Grok answered 250 unbranded questions about this sector, 1,250 answers in all.

Visibility leaderboard

Ordered by visibility: the share of this sector's answers that named each brand. Each figure comes with a 95% range; where two brands’ ranges overlap, they are effectively tied. This is not a favorability ranking.

Visibility by brand

Uber
86%84–87%
Lyft
51%48–54%
DoorDash
42%40–45%
Grubhub
25%23–27%
Instacart
22%19–24%
Bolt
8%7–10%
Shipt
6%5–7%
DiDi
5%4–7%
Deliveroo
4%3–5%
Waymo
4%3–5%
Gopuff
1%1–2%
Zoox
1%1–2%

Measured September 29, 2026. ChatGPT, Claude, Gemini, Perplexity and Grok, 1,250 answers. The line through each bar is its 95% range, printed under the figure.

Measured September 29, 2026. ChatGPT, Claude, Gemini, Perplexity and Grok, 1,250 answers.
Rank	Brand	Visibility	ChatGPT	Claude	Gemini	Perplexity	Grok	Named in
1	Uber	86%95% range 84–87%	88%	77%	92%	77%	94%	1,069 / 1,250
2	Lyft	51%95% range 48–54%	54%	48%	52%	41%	59%	636 / 1,250
3	DoorDash	42%95% range 40–45%	48%	34%	46%	33%	52%	530 / 1,250
4	Grubhub	25%95% range 23–27%	26%	18%	28%	15%	38%	312 / 1,250
5	Instacart	22%95% range 19–24%	32%	17%	16%	13%	30%	270 / 1,250
6	Bolt	8%95% range 7–10%	8%	7%	3%	2%	21%	105 / 1,250
7	Shipt	6%95% range 5–7%	7%	2%	6%	4%	9%	70 / 1,250
8	DiDi	5%95% range 4–7%	4%	6%	2%	3%	11%	65 / 1,250
9	Deliveroo	4%95% range 3–5%	4%	2%	1%	4%	8%	49 / 1,250
10	Waymo	4%95% range 3–5%	2%	2%	3%	2%	8%	45 / 1,250
11	Gopuff	1%95% range 1–2%	1%	1%	1%	0%	3%	16 / 1,250
12	Zoox	1%95% range 1–2%	0%	1%	2%	1%	2%	13 / 1,250

Top cited domains

The domains the answers cited most often, with each one's share of all citations in this sector. These are the most-cited sources, not every source cited. Bars are scaled to the most-cited domain.

uber.com
242 citations3%
lyft.com
101 citations1%
reddit.com
94 citations1%
help.uber.com
84 citations1%
getridewise.com
77 citations1%
help.lyft.com
60 citations1%
businessinsider.com
59 citations1%
gridwise.io
56 citations1%

Source type breakdown

The type of site behind this sector's 8 most-cited domains, which account for 773 of the 7,261 citations in these answers. It is not the mix of every citation. Shares are of the classified citations only; domains the classifier could not label confidently are left out. Labels come from a classifier run on this site, not from a customer workspace's Smart Categories.

Owned487 citations · 68%
Community94 citations · 13%
Review & Affiliate77 citations · 11%
News59 citations · 8%

Questions asked

250 unbranded questions across 13 intents, each put to every assistant once. None names a brand, so a brand that appears in an answer was volunteered by the model. The 5 seed questions, marked below, are the ones earlier five-question snapshots asked.

Reliability and quality21 questions
1. Which ride-hailing apps are the most reliable?Seed
2. Which food delivery app gets orders to your door hottest and on time?
3. most dependable rideshare app for early morning airport trips?
4. Which grocery delivery services are best about getting the right items and making good substitutions?
5. Are there any delivery apps that rarely get orders wrong or leave items out of the bag?
6. What's the best delivery service for a restaurant to partner with if it wants orders to arrive fresh and undamaged?
7. Rank the major food delivery platforms by how often orders arrive late or missing.
8. Which rideshare service has the cleanest cars and the most professional drivers?
9. My elderly mother needs rides to dialysis three times a week. Which ride service can I count on to show up every time?
10. Is there a ride-hailing app with fewer surprise cancellations after you've already been matched?
11. Best package or same-day courier app for time-sensitive deliveries that actually arrives when promised?
12. Which meal kit or grocery delivery apps have the fewest complaints about spoiled or damaged food?
13. Are the newer ride apps more dependable than the big established ones?
14. What ride service is most reliable during bad weather or big events when demand surges?
15. Who has the best on-time record for scheduled rides booked a day in advance?
16. Which delivery platforms do restaurant owners say are the most dependable to work with?
17. Do business travelers have a favorite ride-hailing service for consistent quality across different cities?
18. Which alcohol or pharmacy delivery services are most trustworthy about arriving within the promised window?
19. Which company has the best driver ratings overall for rides and deliveries?
20. I'm hosting a big dinner and ordering catering delivery. Which platform is least likely to fail me?
21. Who is best for late-night rides when I need a car to actually show up after the bars close?
Trust and reputation10 questions
1. Which rideshare companies have the best reputation for honest pricing?
2. Is there a delivery app that's actually trustworthy about fees, or do they all hide charges until checkout?
3. Who are the most trusted names in food delivery right now?
4. What's the most respected grocery delivery service for fresh, accurate orders?
5. Are any of the big delivery platforms known for scamming or shorting restaurants?
6. Which ride-hailing brands do consumer watchdogs rate highest?
7. Which ride apps do people say are the most upfront about surge pricing?
8. What's the most trusted way to get a ride home from the airport late at night, app-wise?
9. Are smaller or regional ride-hailing startups more trustworthy than the national giants?
10. Where do I find honest reputation rankings of rideshare and delivery companies, and who tops them?
Value and price21 questions
1. Which food delivery apps offer the best value?Seed
2. What's the cheapest ride-hailing app for getting to the airport?
3. cheapest way to get groceries delivered without huge fees?
4. Which rideshare service has the lowest surge pricing during rush hour?
5. Is it worth paying extra for the premium car option on ride apps?
6. Which food delivery apps charge the lowest service fees?
7. Do ride-hailing companies charge less for shared rides, and which ones do that best?
8. Best delivery app for a college student on a tight budget?
9. How do the major rideshare apps compare on price for a 10-mile trip in a big city?
10. Which grocery delivery service has the best deals for a family of five?
11. Why does the same ride cost different amounts on different apps, and which one is usually cheapest?
12. Are there ride apps that let you lock in a price before you book?
13. Is it cheaper to order directly from the restaurant or through a delivery app?
14. My parents are in their 70s and use rides to get to appointments. Which service is the most affordable for regular trips?
15. Are luxury black car ride services worth the extra cost for business travel?
16. Top budget-friendly options for late-night rides after the bars close?
17. Which is cheaper for a small business needing same-day local deliveries: a gig courier platform or a traditional courier?
18. Who has the lowest delivery fees for convenience store and pharmacy items?
19. Is it cheaper to take a rideshare or rent a car for a weekend in a mid-sized city?
20. Which rideshare app has the best value for airport pickups with lots of luggage?
21. Are electric scooter or bike rental options through ride apps cheaper than a car ride for short trips?
Customer service20 questions
1. Which apps have the best customer support when a delivery goes wrong and you need a fast refund?
2. Who has the worst customer service reputation in the gig economy?
3. Which ride-hailing app has the best customer support when something goes wrong?
4. Which rideshare company is easiest to reach by phone if I left something in the car?
5. Who has the worst customer service among food delivery apps?
6. I got charged a cancellation fee even though the driver was the one who cancelled. Which ride apps handle disputed fees fairly?
7. Are there any delivery apps with real human support instead of just a chatbot?
8. How do the major grocery delivery apps compare on handling missing or wrong items?
9. I'm an older adult who isn't great with apps. Which ride services have the most helpful support if I have a problem during a trip?
10. Which ride-hailing companies respond fastest to safety complaints about a driver?
11. Do any meal delivery platforms have a good reputation for resolving complaints quickly?
12. What's the best rideshare service for getting a refund after a bad trip?
13. I was charged way more than the upfront fare quoted for my ride. Which companies are known for fixing billing errors without a hassle?
14. Which gig delivery platforms are most likely to side with the customer versus the driver in a dispute?
15. Is there a ride-hailing app that gives you a real person to talk to after an accident during a ride?
16. Which delivery apps make it easiest to report a food safety problem, like finding something in my meal?
17. As a small restaurant owner, which delivery platforms are best about handling my complaints over wrongly refunded orders?
18. Which rideshare app has the least frustrating process for disputing a surge price charge?
19. Which companies are worst about auto-closing support tickets without solving the problem?
20. Are there delivery apps that will replace an order rather than just give a credit when it arrives cold or spilled?
Safety and security21 questions
1. Which ride-hailing company is the safest for passengers?Seed
2. I'm a woman who often rides alone at night. Which ride-hailing services do people trust most for personal safety?
3. My elderly mom needs rides to doctor appointments. Which ride services can I trust to look out for her?
4. Which ride-hailing companies have the best track record on background checks for drivers?
5. Is there a rideshare company with a clean reputation on data privacy?
6. As a parent, which ride services would you trust to take a teenager somewhere alone?
7. Is it safe to take a rideshare alone late at night as a woman?
8. Do any rideshare companies have a panic button or emergency feature in the app, and which ones do it best?
9. Which food delivery apps have had the worst data breaches?
10. How secure is my credit card information on the major delivery apps?
11. Which rideshare company has the best record on sexual assault prevention?
12. Are there ride-hailing services that let you share your trip with a trusted contact automatically?
13. What are the safest food delivery services when it comes to food tampering?
14. Rank the big rideshare companies by how they handle safety incidents and reports.
15. Which ride-hailing apps have the most rigorous vehicle inspection requirements for drivers?
16. Has any rideshare company been fined or sued for failing to protect riders, and which ones?
17. Which delivery apps do the best job verifying the identity of their couriers?
18. Are there rideshare options with women-only drivers, and which is the most trustworthy?
19. Which ride-hailing company has the strongest privacy protections for my location history?
20. Is it safer to use a rideshare app or a regular taxi company?
21. Which grocery delivery services have the best track record for food safety and cold-chain handling?
Innovation17 questions
1. Which ride-hailing companies are leading the way on self-driving car technology?
2. What delivery company is doing the most interesting stuff with drones?
3. Best ride-hailing app for tech features like in-app safety tools and real-time trip sharing?
4. Which gig platforms are innovating the most with AI?
5. Are there any companies offering sidewalk delivery robots in American cities, and who does it best?
6. Which grocery delivery services have the smartest technology for substitutions and real-time inventory?
7. Rank the top ride-hailing companies by how innovative their apps and services are.
8. If I'm investing in innovative mobility companies, which ride-hailing and delivery platforms have the strongest tech roadmap?
9. How do the major food delivery platforms compare on their use of machine learning for recommendations and delivery times?
10. Which companies are testing autonomous delivery vehicles for restaurant and grocery orders?
11. Which delivery platforms are ahead on ghost kitchens and new restaurant tech?
12. Are there ride-hailing companies that are truly ahead in voice or in-car integrations, like booking through a car dashboard or smart speaker?
13. Who is leading on flying taxi or air mobility plans tied to ride-hailing?
14. Which gig delivery company is best at using data to cut wait times for customers?
15. Which platforms are pushing hardest into autonomous trucks or middle-mile delivery technology?
16. Which food delivery company has launched the most new product lines beyond restaurant meals?
17. Who are the biggest tech innovators in the gig economy overall, from ride-sharing to delivery?
Leadership and scale20 questions
1. Which ride-hailing and delivery companies are the most and least trusted by investors?
2. Who are the biggest ride-hailing companies in the US right now?
3. Which food delivery platform has the largest market share in America?
4. Rank the top gig delivery companies by number of active users.
5. Which ride-hailing company is the most profitable?
6. I'm thinking about investing in a gig economy stock. Which ride-hailing or delivery companies have the strongest balance sheets?
7. Which ride-share company has the most drivers on the road nationwide?
8. What are the top three grocery delivery apps by market share?
9. Who is the number two player in ride-hailing and how far behind the leader are they?
10. Which ride-hailing and delivery companies are best run, in terms of management and execution?
11. Which gig platform has the most influence over how cities and states regulate app-based work?
12. Which delivery companies have expanded the fastest across the US over the past five years?
13. Which companies dominate the meal-kit and restaurant delivery space by revenue?
14. I'm writing a business school paper on platform economies. Which ride-hailing and delivery companies are the best case studies of scale?
15. Which ride-hailing company has the most cash on hand?
16. Top publicly traded ride-hailing and delivery companies by market cap?
17. Which gig platform is the most dominant in small-town and rural America?
18. Who are the biggest challengers trying to take market share from the top ride-hailing players?
19. Are there any ride-hailing or delivery companies that operate in the most countries?
20. What's the largest ride-hailing company by trips completed per year?
Employer and workplace21 questions
1. Which gig economy companies treat their drivers best?Seed
2. Which gig platforms have the worst reputation among drivers?
3. Which gig platforms have the best reputation for handling driver deactivations fairly?
4. I'm a software engineer looking for a job at a gig platform doing cutting-edge work. Which companies have the strongest engineering and innovation reputations?
5. Which gig platform is the strongest employer brand for people looking for flexible work at scale?
6. I'm thinking of driving for a ride-hailing app on weekends to pay off debt. Which company is the best to work for?
7. What's the worst gig platform to drive for right now?
8. Are there any delivery or rideshare companies that offer health insurance to drivers?
9. How do the big rideshare companies compare on driver deactivation policies?
10. Which ride-hailing companies have the best support for drivers when there's an accident?
11. Are corporate jobs at rideshare companies good for software engineers?
12. What's it like working in the corporate office of a delivery app versus a big tech company?
13. Which gig delivery companies have unionized or have driver organizations?
14. Which rideshare or delivery companies are best for new grads looking for a career in operations or product?
15. Who are the best employers in the gig economy for people who want a stable schedule?
16. I'm 58 and looking for flexible work. Which ride-hailing company is best for older drivers?
17. Do any ride-hailing companies classify drivers as employees in the US?
18. Which delivery app is best for a college student who needs to work around class schedules?
19. Are there any gig platforms that offer drivers retirement savings or paid sick leave?
20. Is it worth working as a warehouse or dark store employee for a quick-delivery company?
21. Which delivery or rideshare companies are the most stable employers for investors worried about layoffs and workforce cuts?
Sustainability and ethics20 questions
1. Which rideshare services are considered the most ethical?
2. Who is pioneering electric vehicle adoption among ride-share fleets?
3. What companies are leading the shift to all-electric delivery bikes and scooters in big cities?
4. What are the best cooperative or driver-owned alternatives to the big rideshare and delivery apps?
5. Is there a rideshare app that pays drivers fairly and is also good for the environment?
6. What's the most ethical food delivery app right now?
7. I care about the climate. Which rideshare service has the best sustainability commitments?
8. Rank the major delivery apps by how much they actually give back to local communities.
9. Are there any ride-hailing companies that offer carbon offsets or green ride options that actually work?
10. who has the greenest delivery fleet?
11. I'm a college student trying to shop and order responsibly. Which grocery delivery services have the best environmental and labor practices?
12. Which food delivery apps are the fairest to small local restaurants when it comes to fees?
13. Which ride-hailing companies have the strongest corporate governance and board oversight?
14. What ride-hailing and delivery companies publish credible sustainability or ESG reports?
15. Which delivery services use the least single-use plastic packaging?
16. As an investor who screens for ESG, which publicly traded gig platforms score best?
17. Which rideshare companies have done the most to reduce emissions from empty miles between rides?
18. Which ride-hailing company has the best record on diversity and inclusion in its leadership?
19. What's the most socially responsible way to get groceries delivered, and which companies do it best?
20. I'm writing an article on gig-economy ethics. Which companies are the best and worst examples?
Avoid and risk21 questions
1. Which delivery app should customers avoid?Seed
2. Which delivery companies have the most complaints about missing or stolen orders?
3. Which companies in this space have been criticized the most for misclassifying workers?
4. Which rideshare platforms have faced the most regulatory fines or legal settlements over ethics issues?
5. What are the biggest red flags when signing up to drive for a rideshare company?
6. Are there any ride-hailing companies that have been hit with major lawsuits over driver classification?
7. I'm thinking about becoming a delivery driver for extra cash. Which platforms should I steer clear of?
8. Which grocery delivery services have the worst reputation for late or incorrect orders?
9. What are the most common complaints drivers have about the big rideshare platforms?
10. Which ride-hailing companies have been fined or investigated by regulators for deceptive pricing?
11. Rank the food delivery apps from most to least complained about.
12. Which gig platforms have deactivated drivers unfairly, according to lawsuits or news reports?
13. Is there a delivery service that frequently charges customers for orders that never arrived?
14. As an investor, which ride-hailing or delivery companies carry the biggest legal and regulatory risks?
15. Which delivery platforms have faced class action suits over tip practices?
16. Which food delivery apps are restaurant owners most unhappy with because of high commission fees?
17. Should I avoid any particular scooter or bike-share ride apps due to safety complaints?
18. I keep seeing scam warnings about gig apps. Which delivery or rideshare platforms have the most fraud complaints?
19. Which rideshare companies have had the most controversy over how they treat drivers?
20. Which airport rideshare services have the most complaints about overcharging or long waits?
21. What are the biggest controversies that have hit the gig economy delivery companies in the past few years?
Driver pay and earnings20 questions
1. Are there any ride-hailing companies known for being transparent about how much they take from each fare?
2. I'm thinking about driving part-time. Which companies are honest about what drivers really earn?
3. Which food delivery platforms are considered most honest about tips going to the driver?
4. Which rideshare company takes the smallest cut from drivers while keeping fares low for riders?
5. I'm a new driver trying to decide between platforms. Which pays best after gas and fees?
6. Which food delivery apps have the best tipping policies for couriers?
7. Best delivery app for making decent money as a courier in a mid-size city?
8. Rank the top delivery platforms by how much couriers earn per hour.
9. Is it better to drive for one rideshare company or multi-app? Which combos work best for income?
10. Which grocery delivery platforms treat their shoppers best in terms of pay and pay transparency?
11. Which rideshare companies offer the best driver perks like fuel discounts, car maintenance deals, or rewards?
12. What are the best and worst delivery apps for pay transparency per order?
13. Which electric-vehicle-friendly rideshare programs give drivers the best financial incentives?
14. Which gig delivery companies pay drivers the least after expenses?
15. Which meal kit or grocery delivery gig platforms have been accused of underpaying shoppers?
16. Which delivery app is the worst for drivers who care about fair pay and transparent tipping?
17. Which rideshare app pays drivers the most per mile?
18. How much does a full-time food delivery courier actually make after gas and car expenses?
19. Is driving for a rideshare company still worth it in 2025?
20. Which delivery platforms show drivers the full pay upfront before accepting an order?
App experience and features19 questions
1. Which rideshare apps have the most accurate arrival time estimates?
2. Which food delivery apps have the best-designed user experience?
3. I'm a product designer curious about how apps are evolving. Which ride-share or delivery apps have the most modern, polished interface?
4. Which delivery apps offer the most useful new features, like live order tracking and group ordering?
5. Which ride-hailing service is best at integrating public transit, bikes and scooters into one app?
6. Who has the best accessibility technology for riders with disabilities, like wheelchair-accessible vehicle booking?
7. Which ride-share company has the smoothest digital payments and pricing transparency features?
8. My grandmother wants a ride app that's easy to use but modern. Which ones have the most innovative yet simple design?
9. Which ride-hailing apps have the best features for scheduling rides ahead and business travel?
10. Which delivery apps have the widest restaurant selection nationwide?
11. What's the easiest ride-hailing app to use for someone who isn't great with technology?
12. Which apps let you schedule a ride in advance for an early morning airport trip?
13. best app for ordering groceries and getting them delivered within an hour?
14. Are there any ride apps with a shared or pooled ride option left in the US?
15. I'm visiting New York, Chicago, and Miami next month. Which ride-hailing app works well in all three?
16. Which food delivery app has the most accurate real-time order tracking?
17. How do the major ride apps compare on average wait times in mid-sized cities?
18. Which delivery app has the widest restaurant selection in small towns?
19. What ride-hailing app has the best interface for seeing upfront prices and ride options?
Subscriptions and promotions19 questions
1. Are food delivery subscription passes actually worth the monthly fee?
2. I take about four rides a week for work and my bill is getting ridiculous. Is there a ride app or membership that would save me real money?
3. Which company offers the best promo codes or first-order discounts for food delivery?
4. Should I pay for a delivery app's premium membership if I only order takeout twice a month?
5. What are the best cash-back credit cards or perks to use with ride and food delivery apps?
6. Do any ride-hailing services offer flat monthly plans for commuters?
7. Which grocery and food delivery subscriptions are easiest to cancel and get refunded if I'm unhappy?
8. What ride-hailing apps have the most creative premium or subscription products?
9. Which food delivery company has the most loyal subscribers?
10. Which food delivery apps have the best subscription perks for free delivery?
11. Is a delivery subscription worth it if I only order takeout twice a week?
12. best delivery-fee pass for someone who orders lunch at work every day?
13. How do the membership plans for ride-hailing apps compare on price and perks?
14. I order groceries and restaurant food about four times a month. Which delivery membership would be cheapest for me?
15. Where can I find legit promo codes for first-time riders on ride-hailing apps?
16. How many orders a month do I need to place before a delivery pass pays for itself?
17. Which food delivery services waive the service fee for subscribers, not just the delivery fee?
18. Are ride-share subscriptions a scam or do they really lower fares?
19. What's the cheapest way to get unlimited free delivery from restaurants?

How this was measured

Measured September 29, 2026. 250 unbranded questions per sector, asked to ChatGPT, Claude, Gemini, Perplexity and Grok on their product models, with web search on. Refreshed quarterly.

This is a snapshot, not a ranking or a trend: AI answers vary from run to run. It shows whether a brand appeared and which sources were cited, not how favorably it was described. The paid platform tracks favorability daily.

Full method

In an early five-question test, the same brand went from 40% to 30% to 70% visibility across three runs, which is why every figure here is dated and treated as a snapshot.

The questions cover 13 intents, such as reliability, value for money and customer service. A model drafted them, a review pass removed paraphrases and questions that point to one company, and every question was checked so that none names a measured brand. Each was asked once per assistant in run 2026Q4.

Every visibility figure comes with a 95% range (a Wilson interval). Where two brands' ranges overlap, treat them as tied. The figures use all 1,250 answers. The quotes in the story come from a stratified sample of 60 of them, spread across every assistant and intent.

Summarized on September 30, 2026from this snapshot's stored answers. Every quote is checked against the original answer.

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