Numerous lets you ask plain-English questions over a CSV/Excel and get charts and reasoning back. It is excellent for one-off analysis and weaker for ongoing warehouse analytics.
Verdict: Numerous turns an uploaded file into answers fast, but is built for ad-hoc analysis rather than connected, warehouse-scale BI.
Pros
Ask questions in plain English over an uploaded file
Runs real Python/pandas under the hood, not estimates
Charts and explanations without building dashboards
Cons
Pricing scales with file size or seats
Loses ground vs. a full BI suite for connected warehouses
Top 10 Best Companies Alternatives & Competitors in 2026 - G2
# Top 10 Best Companies Alternatives & Competitors
Explore the best alternatives to Best Companies for users who need new software features or want to try different solutions.
...
The best overall Best Companies alternative is Vantage Circle.
Other similar apps like Best Companies are Achievers, Nectar, Bonusly, and Paycom.
...
## Top 10 Alternatives to Best Companies Recently Reviewed By G2 Community
Browse options below.
...
### 1. [Vantage Circle](https://www.g2.com/products/vantage-circle/reviews)
**Compare:** [Best Companies vs Vantage Circle](https://www.g2.com/compare/best-companies-vs-vantage-circle)
**Compare Vantage Circle with other alternatives:**
- [Vantage Circle vs Achievers](https://www.g2.com/compare/achievers-vs-vantage-circle)
- [Vantage Circle vs Nectar](https://www.g2.com/compare/nectar-vs-vantage-circle)
Top 10 Alternative Technologies Alternatives & Competitors
# Top 10 Alternative Technologies Alternatives & Competitors
If you are considering Alternative Technologies, you may also want to investigate similar alternatives or competitors to find the best solution.
Other important factors to consider when researching alternatives to Alternative Technologies include ease of use and reliability.
The best overall Alternative Technologies alternative is Coastal.
Other similar apps like Alternative Technologies are Growth Molecules, Customer Success, SHI, 7 Layer Solutions, and Magna5.
...
## Top 10 Alternatives to Alternative Technologies Recently Reviewed By G2 Community
### 1. [Coastal](https://www.g2.com/products/coastal/reviews)
**Compare:** [Alternative Technologies vs Coastal](https://www.g2.com/compare/alternative-technologies-vs-coastal)
www.trustpilot.com · review · wwwReceiptjar Reviews | Read Customer Service Reviews of www ...
# Receiptjar Reviews
187
1.2
...
Evaluating 90 reviews, most reviewers were let down by their experience overall.
Many consumers stated that they experienced issues regarding reward disbursement and unexpected account deactivations.
Reviewers also noted that customer service consistently ignores inquiries, leaving people entirely without any assistance or answers.
Some people also felt that the mobile application frequently freezes during daily use and accumulates points at an extremely slow pace.
Users mentioned spending considerable time scanning daily receipts, noting instances of account closures and delayed rewards.
Individuals looking for reliable rewards programs strongly prefer exploring alternative options available on the digital market instead.See more
...
Receipt Jar, owned by U Group & Co.
Ltd., is a total scam!
The platform lets you scan and submit receipts for coins.
Yet, when redeeming them for a gift card, the user is notified that a follow-up aud...187 reviews
...
Used for years with no issues then went to redeem a $50 gift card and was rejected due to "cluttered background."
The email went to spam and because I did not see it and respond with 14 days, my account was deactivated.
...
Numerous emails pointing out the unfairness of this were met with no change.
...
Waste of time with legit reciepts.
Scam you when time to collect.
I was owed $140 in rewards.
Was told problem with ownership.
Don't waste your time.
...
Waste of time.
The points you earn are worth nothing compared to the data they demand.
They won't let you cash out unless you link your email and give them full access to your inbox.
Then, when you try to delete the account, they take weeks to process the request.
...
UPD: I requested the deletion of my account and associated data from them a month ago, and it still has not been addressed.
Absolute scam!
...
I requested a $50 Amazon e gift card, and customer service sent me an email that my payment wasn’t processed and my account was suspended.
Receipt jar is totally a scam.
...
Total Scam.
Don't waste your time.
Banned me when I went to cash out.
Read Customer Service Reviews of numerous.ai - Trustpilot
Numerous Reviews | Read Customer Service Reviews of numerous.ai
...
# Numerous Reviews
5
2.5
Software Company
...
## Contact info
- numerous.ai
...
## All reviews
(5)
3 reviews in the last 12 months
...
Angel Storm
PH•2 reviews
Aug 3, 2026
## They just charge without any…
They just charge without any notification.
I dont even know that i was charged until I checked my bank.
No email.
I only signed up for trial.. and no way to contact them.
They refused to refund my money.
I did not even use their product cause it was too confusing and hard to use.
Not easy as they said in their ads.
Also, their support email can only be found if you click to sign trial again which is very misleading.
I thought they will recharge my card again, but I gambled to resign in so I can just find their email address.
August 1, 2026
Unprompted review
...
Aug 3, 2026
## totally fraud business
May 7, 2026
Unprompted review
Joshua Wakeley
US•1 review
May 6, 2026
## Fraudulent company, not able to cancel, no refunds.
Fraudulent company, have cancelled their "free trial", account shows subscription cancelled.
However I was billed repeatedly for the monthly subscription.
No reply from support email account for a refund.
Going to have to report to BBB and FTC for fraud.
Have to cancel my credit card as well.
Such a pain in the neck!
Save your money and the pain of being robbed monthly with no way of cancelling, they provide an inferior service that a free Claude account does a far better job of (building spreadsheets out).
March 20, 2026
Unprompted review
Marvin Kuehne
SE•1 review
Sep 24, 2025
## After the free trial ended
After the free trial ended, they automatically continued with a yearly subscription without notifying me in any way.
This has now happened a second time again, I received no notification and was therefore unaware that the contract was still ongoing.
This practice feels very misleading.
September 24, 2025
Unprompted review
GE
gerard
CL•2 reviews
Aug 3, 2025
## I signed up for a free trial with…
I signed up for a free trial with Numerous.ai, thinking I would be able to test the tool before committing to a paid subscription.
Unfortunately, once the trial ended, I was charged without any email reminder or notification.
I did not use the service after the trial expired.
I contacted customer support immediately to ask for a refund.
They responded politely but refused to refund me, stating that no refunds are possible after the trial—even though I had no intention to continue and hadn’t used the service.
As a consumer, I feel this practice is misleading.
Many platforms send renewal notices before charging, but Numerous.ai didn’t provide any such warning.
I do not recommend this product based on my experience.
Be cautious if you sign up.
August 2, 2025
Unprompted review
# Secret Benefits Reviews
980
1.6
Dating Service
...
## Review summary
Looking at 49 reviews, most reviewers were let down by their experience overall.
Users frequently complained that the site is filled with fake profiles, bots, and automated messages designed to consume credits.
Many consumers expressed frustration over spending money on messaging without ever receiving genuine responses or meeting anyone.
Additionally, people noted unexpected billing issues and a complete lack of response from customer support when asking for help.
Some reviewers were happy with the platform, noting that they successfully found matches and met individuals in person.
These users felt the service worked well for their specific needs despite the broader issues mentioned by others.See more
...
## Price
### Reviews shaping this summary
Scam!
They send automated messages from fake profiles.
I received over 25 messages, replied to 10 (verified, some with Top Admirer) yet none of them responded.
www.trustpilot.com · review · wwwReceiptjar Reviews | Read Customer Service Reviews of www ...
# Receiptjar Reviews
187
1.2
...
Evaluating 90 reviews, most reviewers were let down by their experience overall.
Many consumers stated that they experienced issues regarding reward disbursement and unexpected account deactivations.
Reviewers also noted that customer service consistently ignores inquiries, leaving people entirely without any assistance or answers.
Some people also felt that the mobile application frequently freezes during daily use and accumulates points at an extremely slow pace.
Users mentioned spending considerable time scanning daily receipts, noting instances of account closures and delayed rewards.
Individuals looking for reliable rewards programs strongly prefer exploring alternative options available on the digital market instead.See more
...
Receipt Jar, owned by U Group & Co.
Ltd., is a total scam!
The platform lets you scan and submit receipts for coins.
Yet, when redeeming them for a gift card, the user is notified that a follow-up aud...187 reviews
...
Used for years with no issues then went to redeem a $50 gift card and was rejected due to "cluttered background."
The email went to spam and because I did not see it and respond with 14 days, my account was deactivated.
...
Numerous emails pointing out the unfairness of this were met with no change.
...
Waste of time with legit reciepts.
Scam you when time to collect.
I was owed $140 in rewards.
Was told problem with ownership.
Don't waste your time.
...
Waste of time.
The points you earn are worth nothing compared to the data they demand.
They won't let you cash out unless you link your email and give them full access to your inbox.
Then, when you try to delete the account, they take weeks to process the request.
...
UPD: I requested the deletion of my account and associated data from them a month ago, and it still has not been addressed.
Absolute scam!
...
I requested a $50 Amazon e gift card, and customer service sent me an email that my payment wasn’t processed and my account was suspended.
Receipt jar is totally a scam.
...
Total Scam.
Don't waste your time.
Banned me when I went to cash out.
Read Customer Service Reviews of numerous.ai - Trustpilot
Numerous Reviews | Read Customer Service Reviews of numerous.ai
...
# Numerous Reviews
5
2.5
Software Company
...
## Contact info
- numerous.ai
...
## All reviews
(5)
3 reviews in the last 12 months
...
Angel Storm
PH•2 reviews
Aug 3, 2026
## They just charge without any…
They just charge without any notification.
I dont even know that i was charged until I checked my bank.
No email.
I only signed up for trial.. and no way to contact them.
They refused to refund my money.
I did not even use their product cause it was too confusing and hard to use.
Not easy as they said in their ads.
Also, their support email can only be found if you click to sign trial again which is very misleading.
I thought they will recharge my card again, but I gambled to resign in so I can just find their email address.
August 1, 2026
Unprompted review
...
Aug 3, 2026
## totally fraud business
May 7, 2026
Unprompted review
Joshua Wakeley
US•1 review
May 6, 2026
## Fraudulent company, not able to cancel, no refunds.
Fraudulent company, have cancelled their "free trial", account shows subscription cancelled.
However I was billed repeatedly for the monthly subscription.
No reply from support email account for a refund.
Going to have to report to BBB and FTC for fraud.
Have to cancel my credit card as well.
Such a pain in the neck!
Save your money and the pain of being robbed monthly with no way of cancelling, they provide an inferior service that a free Claude account does a far better job of (building spreadsheets out).
March 20, 2026
Unprompted review
Marvin Kuehne
SE•1 review
Sep 24, 2025
## After the free trial ended
After the free trial ended, they automatically continued with a yearly subscription without notifying me in any way.
This has now happened a second time again, I received no notification and was therefore unaware that the contract was still ongoing.
This practice feels very misleading.
September 24, 2025
Unprompted review
GE
gerard
CL•2 reviews
Aug 3, 2025
## I signed up for a free trial with…
I signed up for a free trial with Numerous.ai, thinking I would be able to test the tool before committing to a paid subscription.
Unfortunately, once the trial ended, I was charged without any email reminder or notification.
I did not use the service after the trial expired.
I contacted customer support immediately to ask for a refund.
They responded politely but refused to refund me, stating that no refunds are possible after the trial—even though I had no intention to continue and hadn’t used the service.
As a consumer, I feel this practice is misleading.
Many platforms send renewal notices before charging, but Numerous.ai didn’t provide any such warning.
I do not recommend this product based on my experience.
Be cautious if you sign up.
August 2, 2025
Unprompted review
RingGo - The UK Pay by Phone Parking App Reviews - Trustpilot
# RingGo - The UK Pay by Phone Parking App Reviews
2,299
...
## Review summary
Created with AI, based on recent reviews
Evaluating 243 reviews, most reviewers were let down by their experience overall.
Consumers frequently struggled with the mobile application, reporting that difficult registration processes, missing text verification codes, and constant software crashes made completing parking payments nearly impossible in areas with poor signal.
Customers also expressed deep frustration regarding unexpected penalty fines, faulty physical parking meters, and mandatory convenience fees charged despite making genuine attempts to pay properly.
Some reviewers were happy with the platform, noting that they successfully used the digital service multiple times over the years without encountering any technical errors or major complications.
