AI shopping assistant market forecast, November 2026
Miles FosterOwner and tester, RankDude
The forecast▲ Risingthrough May 2027
- November vs October
- +0.9%
- May 2027, six months out
- +4.1%
- Past forecasts in range
- 6 of 6
Each month I forecast Google visits to the AI shopping assistant sites I track, then score myself when the real number lands. For November 2026 I expect about 153,003 visits, about the same as in October 2026.
Below: how my last forecast did, the next six months and site by site.
Made 1 November 2026 from the October 2026 data. Data from DataForSEO, Google Trends via SerpApi, Tranco and Ahrefs · not a ranking
AI shopping assistant forecast: the key numbers for November 2026
- Expected in November153Kvisits+1% vs October
- Likely range141K–165Kvisits in November
- Expected in May 2027158Kvisits+4% six months out
- Forecasts in range6 of 6monthswhen the method was tested
Visits from Google search to the tracked sites, a month. Hover or tap the chart for each month.
- The AI shopping assistant sites RankDude tracks got 151,652 visits from Google search in October 2026.
- The forecast for November 2026 is 153,003 visits, about the same as October 2026, likely between 141K and 165K.
- That is up on November 2025, when the same sites had 102,354 visits.
1How did the October 2026 forecast do?
In plain words: Last month’s forecast landed inside its range, 8% off. A hit.
In the October 2026 edition the forecast said October 2026 would bring about 141,079 search visits, somewhere between 130K and 152K. It brought 151,652. That landed inside the range, the month landing 8% above the forecast. That is a good month for a forecast.
| Made in | Months ahead | Forecast | Range | Actual | Miss | Result |
|---|---|---|---|---|---|---|
| October 2026 | 1 | 141,079 | 130K to 152K | 151,652 | +7.5% | in range |
Made in
- October 2026
- Months ahead
- 1
- Forecast
- 141,079
- Range
- 130K to 152K
- Actual
- 151,652
- Miss
- +7.5%
- Result
- in range
Source: DataForSEO.
Site by site
| Site | Forecast | Range | Actual | Miss | Result |
|---|---|---|---|---|---|
 Phia | 64,276 | 47.6K to 81.0K | 79,299 | +23.4% | in range |
 ShopSavvy | 20,399 | 18.0K to 22.8K | 20,519 | +0.6% | in range |
 Alta | 23,088 | 11.5K to 34.7K | 19,951 | -13.6% | in range |
 Manifest AI | 11,211 | 8.5K to 14.0K | 9,878 | -11.9% | in range |
 Vetted | 4,873 | 4.1K to 5.6K | 3,095 | -36.5% | missed |
 Luigi's Box | 4,105 | 3.4K to 4.8K | 5,622 | +37.0% | missed |
 Daydream | 2,724 | 1.8K to 3.6K | 3,405 | +25.0% | in range |
 Gensmo | 2,565 | 1.8K to 3.4K | 2,784 | +8.5% | in range |
 Dialog | 1,130 | 906 to 1.4K | 1,820 | +61.1% | missed |
 iAdvize | 1,113 | 1.0K to 1.2K | 1,224 | +10.0% | missed |
Site
- Phia
- Forecast
- 64,276
- Range
- 47.6K to 81.0K
- Actual
- 79,299
- Miss
- +23.4%
- Result
- in range
- ShopSavvy
- Forecast
- 20,399
- Range
- 18.0K to 22.8K
- Actual
- 20,519
- Miss
- +0.6%
- Result
- in range
- Alta
- Forecast
- 23,088
- Range
- 11.5K to 34.7K
- Actual
- 19,951
- Miss
- -13.6%
- Result
- in range
- Manifest AI
- Forecast
- 11,211
- Range
- 8.5K to 14.0K
- Actual
- 9,878
- Miss
- -11.9%
- Result
- in range
- Vetted
- Forecast
- 4,873
- Range
- 4.1K to 5.6K
- Actual
- 3,095
- Miss
- -36.5%
- Result
- missed
- Luigi's Box
- Forecast
- 4,105
- Range
- 3.4K to 4.8K
- Actual
- 5,622
- Miss
- +37.0%
- Result
- missed
- Daydream
- Forecast
- 2,724
- Range
- 1.8K to 3.6K
- Actual
- 3,405
- Miss
- +25.0%
- Result
- in range
- Gensmo
- Forecast
- 2,565
- Range
- 1.8K to 3.4K
- Actual
- 2,784
- Miss
- +8.5%
- Result
- in range
- Dialog
- Forecast
- 1,130
- Range
- 906 to 1.4K
- Actual
- 1,820
- Miss
- +61.1%
- Result
- missed
- iAdvize
- Forecast
- 1,113
- Range
- 1.0K to 1.2K
- Actual
- 1,224
- Miss
- +10.0%
- Result
- missed
6 of 10 site forecasts landed in range.
The backtest, month by month
| Month | Would have forecast | Range | Actual | Miss | Result |
|---|---|---|---|---|---|
| May 2026 | 128,973 | 119K to 139K | 129,161 | +0.1% | in range |
| June 2026 | 129,419 | 119K to 140K | 129,600 | +0.1% | in range |
| July 2026 | 129,530 | 119K to 140K | 127,810 | -1.3% | in range |
| August 2026 | 128,068 | 118K to 138K | 137,463 | +7.3% | in range |
| September 2026 | 136,054 | 125K to 147K | 143,806 | +5.7% | in range |
| October 2026 | 141,079 | 130K to 152K | 151,652 | +7.5% | in range |
Month
- May 2026
- Would have forecast
- 128,973
- Range
- 119K to 139K
- Actual
- 129,161
- Miss
- +0.1%
- Result
- in range
- June 2026
- Would have forecast
- 129,419
- Range
- 119K to 140K
- Actual
- 129,600
- Miss
- +0.1%
- Result
- in range
- July 2026
- Would have forecast
- 129,530
- Range
- 119K to 140K
- Actual
- 127,810
- Miss
- -1.3%
- Result
- in range
- August 2026
- Would have forecast
- 128,068
- Range
- 118K to 138K
- Actual
- 137,463
- Miss
- +7.3%
- Result
- in range
- September 2026
- Would have forecast
- 136,054
- Range
- 125K to 147K
- Actual
- 143,806
- Miss
- +5.7%
- Result
- in range
- October 2026
- Would have forecast
- 141,079
- Range
- 130K to 152K
- Actual
- 151,652
- Miss
- +7.5%
- Result
- in range
Each row uses only data from before that month.
The running scorecard
| Months ahead | Forecasts scored | In range | Average miss |
|---|---|---|---|
| 1 | 1 | 1 of 1 | 7.5% |
Months ahead
- 1
- Forecasts scored
- 1
- In range
- 1 of 1
- Average miss
- 7.5%
Across 1 earlier edition, every forecast for a month that has since closed.
Miles explains
6 of 6 in range is honest, not perfect. The biggest miss was October 2026 (+8%), the kind of month when one big site jumps. That’s why the range is wide.
2What is the market doing now?
Visits are up on a year ago (+46%), and the last three months were higher than the three before. Name searches are down (-44% since October 2025). Recent months are getting stronger; the forecast expects November 2026 to be about the same as October 2026.
- Visits, October 2026
- 151,652 (+5.5% on the month before, +46.1% on a year ago)
- Last 3 months vs the 3 before
- +12.0%
- 24-month peak
- 151,652 in October 2026
- Name searches, US
- -43.7% since October 2025
- Google Trends, "ai shopping assistants"
- 24/100 (-44.2% on a year ago)
- 12-month trend
- +2.6% a month; the forecast carries part of the slope, fading
WorldChange in visits, month on month, worldwide
Green grew, red shrank. Source: DataForSEO.
Miles explains
Big green or red bars are usually one site winning or losing a Google ranking, not the whole market moving. What I watch is the last three months against the three before: +12%.
3Is November usually a big month or a quiet one?
No seasonal pattern is used in this forecast: the five-year Google Trends series for "ai shopping assistants" has too many empty months (43 of 60, the last in May 2025) to read a seasonal pattern from.
On the calendar, November brings Black Friday and Cyber Monday and Thanksgiving (US). Once the Google Trends series for the term can be read month by month, this section scores each month against an average month and tests whether that helps the forecast.
4What to expect in November 2026
About 153K visits in November 2026, about the same as October 2026. The likely range is 141K to 165K.
| Measure | Last known | Forecast | Range |
|---|---|---|---|
| Search visits, worldwide | 151,652 | 153,003 | 141K to 165K |
| Search visits, US | 72,678 | 74,392 | 57.5K to 91.3K |
| Brand-name searches a month, US (last known: September 2026) | 8,540 | 11,963 | 7.0K to 16.9K |
| Searches for “ai shopping assistants”, US (last known: September 2026) | 880 | 878 | 712 to 1.0K |
Measure
- Search visits, worldwide
- Last known
- 151,652
- Forecast
- 153,003
- Range
- 141K to 165K
- Search visits, US
- Last known
- 72,678
- Forecast
- 74,392
- Range
- 57.5K to 91.3K
- Brand-name searches a month, US (last known: September 2026)
- Last known
- 8,540
- Forecast
- 11,963
- Range
- 7.0K to 16.9K
- Searches for “ai shopping assistants”, US (last known: September 2026)
- Last known
- 880
- Forecast
- 878
- Range
- 712 to 1.0K
Source: DataForSEO and Google Ads.
5What to expect over the next six months
By May 2027 the forecast expects about 157,818 visits a month, +4% on the 151,652 of October 2026, so the next six months look like growth.
| Month | Worldwide visits | Range | US visits | Range |
|---|---|---|---|---|
| December 2026 | 154,640 | 141K to 168K | 75,692 | 56.8K to 94.6K |
| January 2027 | 155,786 | 141K to 171K | 76,603 | 55.7K to 97.5K |
| February 2027 | 156,589 | 140K to 173K | 77,240 | 54.4K to 100K |
| March 2027 | 157,150 | 140K to 175K | 77,686 | 53.0K to 102K |
| April 2027 | 157,543 | 139K to 176K | 77,998 | 51.4K to 105K |
| May 2027 | 157,818 | 138K to 178K | 78,217 | 49.8K to 107K |
Month
- December 2026
- Worldwide visits
- 154,640
- Range
- 141K to 168K
- US visits
- 75,692
- Range
- 56.8K to 94.6K
- January 2027
- Worldwide visits
- 155,786
- Range
- 141K to 171K
- US visits
- 76,603
- Range
- 55.7K to 97.5K
- February 2027
- Worldwide visits
- 156,589
- Range
- 140K to 173K
- US visits
- 77,240
- Range
- 54.4K to 100K
- March 2027
- Worldwide visits
- 157,150
- Range
- 140K to 175K
- US visits
- 77,686
- Range
- 53.0K to 102K
- April 2027
- Worldwide visits
- 157,543
- Range
- 139K to 176K
- US visits
- 77,998
- Range
- 51.4K to 105K
- May 2027
- Worldwide visits
- 157,818
- Range
- 138K to 178K
- US visits
- 78,217
- Range
- 49.8K to 107K
6What the forecast expects for the ten most-visited sites
The forecast expects none of the ten to rise by more than 3%, and Luigi's Box (-14%), Daydream (-4%), Dialog (-11%) and Zoovu (-7%) to fall; the rest are within 3% of October 2026. Single sites are harder to forecast than the whole market, so their ranges are wider.
| Site | October 2026 | November 2026 forecast | Range | Change |
|---|---|---|---|---|
| Phia | 79,299 | 81,070 | 60.0K to 102K | +2.2% |
| ShopSavvy | 20,519 | 20,523 | 18.7K to 22.4K | 0% |
| Alta | 19,951 | 20,023 | 10.0K to 30.1K | +0.4% |
| Manifest AI | 9,878 | 10,101 | 7.6K to 12.6K | +2.3% |
| Luigi's Box | 5,622 | 4,863 | 3.9K to 5.8K | -13.5% |
| Daydream | 3,405 | 3,260 | 2.2K to 4.3K | -4.3% |
| Vetted | 3,095 | 3,095 | 2.6K to 3.6K | 0% |
| Gensmo | 2,784 | 2,751 | 1.9K to 3.6K | -1.2% |
| Dialog | 1,820 | 1,613 | 1.2K to 2.1K | -11.4% |
 Zoovu | 1,655 | 1,545 | 1.4K to 1.7K | -6.6% |
Site
- Phia
- October 2026
- 79,299
- November 2026 forecast
- 81,070
- Range
- 60.0K to 102K
- Change
- +2.2%
- ShopSavvy
- October 2026
- 20,519
- November 2026 forecast
- 20,523
- Range
- 18.7K to 22.4K
- Change
- 0%
- Alta
- October 2026
- 19,951
- November 2026 forecast
- 20,023
- Range
- 10.0K to 30.1K
- Change
- +0.4%
- Manifest AI
- October 2026
- 9,878
- November 2026 forecast
- 10,101
- Range
- 7.6K to 12.6K
- Change
- +2.3%
- Luigi's Box
- October 2026
- 5,622
- November 2026 forecast
- 4,863
- Range
- 3.9K to 5.8K
- Change
- -13.5%
- Daydream
- October 2026
- 3,405
- November 2026 forecast
- 3,260
- Range
- 2.2K to 4.3K
- Change
- -4.3%
- Vetted
- October 2026
- 3,095
- November 2026 forecast
- 3,095
- Range
- 2.6K to 3.6K
- Change
- 0%
- Gensmo
- October 2026
- 2,784
- November 2026 forecast
- 2,751
- Range
- 1.9K to 3.6K
- Change
- -1.2%
- Dialog
- October 2026
- 1,820
- November 2026 forecast
- 1,613
- Range
- 1.2K to 2.1K
- Change
- -11.4%
- Zoovu
- October 2026
- 1,655
- November 2026 forecast
- 1,545
- Range
- 1.4K to 1.7K
- Change
- -6.6%
Source: DataForSEO.
Vetted’s October 2026 figure (3,095) broke from its own series, so its forecast carries that level; the average of its earlier months would have called 3,802. Together the ten come to 148,844, inside the market forecast of 153,003 for every tracked site.
7What could change the forecast
What could knock November 2026 off course:
- A big site winning or losing a page-one position for “ai shopping assistants”.
- A Google update.
- A site going offline.
- A news story that spikes interest for a week and then fades.
None of these are in the numbers until they happen, which is why the range exists.