AI shopping assistant market forecast, October 2026
Miles FosterOwner and tester, RankDude
The forecast■ Flatthrough April 2027
- October vs September
- -1.9%
- April 2027, six months out
- -1.9%
- 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 October 2026 I expect about 140,311 visits, about the same as in September 2026.
Below: how my last forecast did, the next six months and site by site.
Made 15 October 2026 from the September 2026 data. Data from DataForSEO, Google Trends via SerpApi, Tranco and Ahrefs · not a ranking
AI shopping assistant forecast: the key numbers for October 2026
- Expected in October140Kvisits-2% vs September
- Likely range129K–152Kvisits in October
- Expected in April 2027140Kvisits-2% 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 143,016 visits from Google search in September 2026.
- The forecast for October 2026 is 140,311 visits, about the same as September 2026, likely between 129K and 152K.
- That is up on October 2025, when the same sites had 103,034 visits.
1How accurate is this forecast?
In plain words: Tested on the last 6 months, it missed by 3.4% on average.
- Tested on
- the last 6 months, as if their numbers were unknown
- Average miss
- 3.4%
- Inside the range
- 6 of 6 months
- Direction called right
- 3 of 6 months
- Next month
- this section scores the real forecast
The backtest, month by month
| Month | Would have forecast | Range | Actual | Miss | Result |
|---|---|---|---|---|---|
| April 2026 | 132,215 | 115K to 150K | 126,552 | -4.3% | in range |
| May 2026 | 126,967 | 117K to 137K | 128,112 | +0.9% | in range |
| June 2026 | 128,470 | 118K to 139K | 128,799 | +0.3% | in range |
| July 2026 | 129,083 | 119K to 139K | 127,081 | -1.6% | in range |
| August 2026 | 127,319 | 117K to 138K | 136,783 | +7.4% | in range |
| September 2026 | 135,363 | 125K to 146K | 143,016 | +5.7% | in range |
Month
- April 2026
- Would have forecast
- 132,215
- Range
- 115K to 150K
- Actual
- 126,552
- Miss
- -4.3%
- Result
- in range
- May 2026
- Would have forecast
- 126,967
- Range
- 117K to 137K
- Actual
- 128,112
- Miss
- +0.9%
- Result
- in range
- June 2026
- Would have forecast
- 128,470
- Range
- 118K to 139K
- Actual
- 128,799
- Miss
- +0.3%
- Result
- in range
- July 2026
- Would have forecast
- 129,083
- Range
- 119K to 139K
- Actual
- 127,081
- Miss
- -1.6%
- Result
- in range
- August 2026
- Would have forecast
- 127,319
- Range
- 117K to 138K
- Actual
- 136,783
- Miss
- +7.4%
- Result
- in range
- September 2026
- Would have forecast
- 135,363
- Range
- 125K to 146K
- Actual
- 143,016
- Miss
- +5.7%
- Result
- in range
Each row uses only data from before that month.
Miles explains
6 of 6 in range is honest, not perfect. The biggest miss was August 2026 (+7%), 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 (+54%), 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 October 2026 to be about the same as September 2026.
- Visits, September 2026
- 143,016 (+4.6% on the month before, +54.4% on a year ago)
- Last 3 months vs the 3 before
- +6.1%
- 24-month peak
- 143,016 in September 2026
- Name searches, US
- -44.4% since October 2025
- Google Trends, "ai shopping assistants"
- 24/100 (-44.2% on a year ago)
- 12-month trend
- +2.7% a month; the forecast carries the level of recent months, not the slope
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: +6%.
3Is October 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, October brings the start of the fourth quarter and next year's budget planning. 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 October 2026
About 140K visits in October 2026, about the same as September 2026. The likely range is 129K to 152K.
| Measure | Last known | Forecast | Range |
|---|---|---|---|
| Search visits, worldwide | 143,016 | 140,311 | 129K to 152K |
| Search visits, US | 70,623 | 66,129 | 53.0K to 79.3K |
| Brand-name searches a month, US (last known: September 2026) | 8,270 | 11,718 | 7.2K to 16.2K |
| Searches for “ai shopping assistants”, US (last known: September 2026) | 880 | 901 | 746 to 1.1K |
Measure
- Search visits, worldwide
- Last known
- 143,016
- Forecast
- 140,311
- Range
- 129K to 152K
- Search visits, US
- Last known
- 70,623
- Forecast
- 66,129
- Range
- 53.0K to 79.3K
- Brand-name searches a month, US (last known: September 2026)
- Last known
- 8,270
- Forecast
- 11,718
- Range
- 7.2K to 16.2K
- Searches for “ai shopping assistants”, US (last known: September 2026)
- Last known
- 880
- Forecast
- 901
- Range
- 746 to 1.1K
Source: DataForSEO and Google Ads.
5What to expect over the next six months
By April 2027 the forecast expects about 140,311 visits a month, -2% on the 143,016 of September 2026, so the next six months look flat.
| Month | Worldwide visits | Range | US visits | Range |
|---|---|---|---|---|
| November 2026 | 140,311 | 128K to 153K | 66,129 | 51.7K to 80.6K |
| December 2026 | 140,311 | 127K to 154K | 66,129 | 50.3K to 81.9K |
| January 2027 | 140,311 | 126K to 155K | 66,129 | 49.0K to 83.2K |
| February 2027 | 140,311 | 125K to 156K | 66,129 | 47.7K to 84.6K |
| March 2027 | 140,311 | 123K to 157K | 66,129 | 46.4K to 85.9K |
| April 2027 | 140,311 | 122K to 158K | 66,129 | 45.1K to 87.2K |
Month
- November 2026
- Worldwide visits
- 140,311
- Range
- 128K to 153K
- US visits
- 66,129
- Range
- 51.7K to 80.6K
- December 2026
- Worldwide visits
- 140,311
- Range
- 127K to 154K
- US visits
- 66,129
- Range
- 50.3K to 81.9K
- January 2027
- Worldwide visits
- 140,311
- Range
- 126K to 155K
- US visits
- 66,129
- Range
- 49.0K to 83.2K
- February 2027
- Worldwide visits
- 140,311
- Range
- 125K to 156K
- US visits
- 66,129
- Range
- 47.7K to 84.6K
- March 2027
- Worldwide visits
- 140,311
- Range
- 123K to 157K
- US visits
- 66,129
- Range
- 46.4K to 85.9K
- April 2027
- Worldwide visits
- 140,311
- Range
- 122K to 158K
- US visits
- 66,129
- Range
- 45.1K to 87.2K
6What the forecast expects for the ten most-visited sites
The forecast expects Alta (+15%) and Vetted (+7%) to rise, and Phia (-10%), Manifest AI (-3%), Daydream (-3%), Gensmo (-5%) and Dialog (-4%) to fall; the rest are within 3% of September 2026. Single sites are harder to forecast than the whole market, so their ranges are wider.
| Site | September 2026 | October 2026 forecast | Range | Change |
|---|---|---|---|---|
 Phia | 71,661 | 64,276 | 47.6K to 81.0K | -10.3% |
 ShopSavvy | 20,560 | 20,399 | 18.0K to 22.8K | -0.8% |
 Alta | 20,050 | 23,088 | 11.5K to 34.7K | +15.2% |
 Manifest AI | 11,604 | 11,211 | 8.5K to 14.0K | -3.4% |
 Vetted | 4,569 | 4,873 | 4.1K to 5.6K | +6.7% |
 Luigi's Box | 4,097 | 4,105 | 3.4K to 4.8K | +0.2% |
 Daydream | 2,820 | 2,724 | 1.8K to 3.6K | -3.4% |
 Gensmo | 2,689 | 2,565 | 1.8K to 3.4K | -4.6% |
 Dialog | 1,181 | 1,130 | 906 to 1.4K | -4.3% |
 iAdvize | 1,123 | 1,113 | 1.0K to 1.2K | -0.9% |
Site
- Phia
- September 2026
- 71,661
- October 2026 forecast
- 64,276
- Range
- 47.6K to 81.0K
- Change
- -10.3%
- ShopSavvy
- September 2026
- 20,560
- October 2026 forecast
- 20,399
- Range
- 18.0K to 22.8K
- Change
- -0.8%
- Alta
- September 2026
- 20,050
- October 2026 forecast
- 23,088
- Range
- 11.5K to 34.7K
- Change
- +15.2%
- Manifest AI
- September 2026
- 11,604
- October 2026 forecast
- 11,211
- Range
- 8.5K to 14.0K
- Change
- -3.4%
- Vetted
- September 2026
- 4,569
- October 2026 forecast
- 4,873
- Range
- 4.1K to 5.6K
- Change
- +6.7%
- Luigi's Box
- September 2026
- 4,097
- October 2026 forecast
- 4,105
- Range
- 3.4K to 4.8K
- Change
- +0.2%
- Daydream
- September 2026
- 2,820
- October 2026 forecast
- 2,724
- Range
- 1.8K to 3.6K
- Change
- -3.4%
- Gensmo
- September 2026
- 2,689
- October 2026 forecast
- 2,565
- Range
- 1.8K to 3.4K
- Change
- -4.6%
- Dialog
- September 2026
- 1,181
- October 2026 forecast
- 1,130
- Range
- 906 to 1.4K
- Change
- -4.3%
- iAdvize
- September 2026
- 1,123
- October 2026 forecast
- 1,113
- Range
- 1.0K to 1.2K
- Change
- -0.9%
Source: DataForSEO.
Together the ten come to 135,484, inside the market forecast of 140,311 for every tracked site.
Miles explains
Alta has the biggest expected rise (+15%). Single sites are much harder to call than the whole market, so read these as direction, not promises.
7What could change the forecast
What could knock October 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.