AI research assistant market forecast, November 2026
Miles FosterOwner and tester, RankDude
The forecast■ Flatthrough May 2027
- November vs October
- 0%
- May 2027, six months out
- 0%
- Past forecasts in range
- 5 of 6
Each month I forecast Google visits to the AI research assistant sites I track, then score myself when the real number lands. For November 2026 I expect about 104 million visits, about the same as in October 2026.
Below: how my last forecast did, the next six months and site by site.
Made 2 November 2026 from the October 2026 data. Data from DataForSEO, Google Trends via DataForSEO, Tranco and Ahrefs · not a ranking
AI research assistant forecast: the key numbers for November 2026
- Expected in November104Mvisits0% vs October
- Likely range96M–112Mvisits in November
- Expected in May 2027104Mvisits0% six months out
- Forecasts in range5 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 research assistant sites RankDude tracks got 104,088,164 visits from Google search in October 2026.
- The forecast for November 2026 is 104,101,528 visits, about the same as October 2026, likely between 96M and 112M.
- That is up on November 2025, when the same sites had 97,431,689 visits.
1How accurate is this forecast?
In plain words: Tested on the last 6 months, it missed by 5.3% on average.
- Tested on
- the last 6 months, as if their numbers were unknown
- Average miss
- 5.3%
- Inside the range
- 5 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 |
|---|---|---|---|---|---|
| May 2026 | 129,195,206 | 114M to 145M | 124,533,624 | -3.6% | in range |
| June 2026 | 125,690,186 | 114M to 138M | 117,020,765 | -6.9% | in range |
| July 2026 | 118,321,444 | 109M to 128M | 102,500,280 | -13.4% | missed |
| August 2026 | 104,689,397 | 96M to 113M | 108,229,313 | +3.4% | in range |
| September 2026 | 107,071,290 | 99M to 116M | 102,461,735 | -4.3% | in range |
| October 2026 | 104,132,690 | 96M to 112M | 104,088,164 | 0% | in range |
Month
- May 2026
- Would have forecast
- 129,195,206
- Range
- 114M to 145M
- Actual
- 124,533,624
- Miss
- -3.6%
- Result
- in range
- June 2026
- Would have forecast
- 125,690,186
- Range
- 114M to 138M
- Actual
- 117,020,765
- Miss
- -6.9%
- Result
- in range
- July 2026
- Would have forecast
- 118,321,444
- Range
- 109M to 128M
- Actual
- 102,500,280
- Miss
- -13.4%
- Result
- missed
- August 2026
- Would have forecast
- 104,689,397
- Range
- 96M to 113M
- Actual
- 108,229,313
- Miss
- +3.4%
- Result
- in range
- September 2026
- Would have forecast
- 107,071,290
- Range
- 99M to 116M
- Actual
- 102,461,735
- Miss
- -4.3%
- Result
- in range
- October 2026
- Would have forecast
- 104,132,690
- Range
- 96M to 112M
- Actual
- 104,088,164
- Miss
- 0%
- Result
- in range
Each row uses only data from before that month.
Miles explains
5 of 6 in range is honest, not perfect. The biggest miss was July 2026 (-13%), 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 (+21%), and the last three months were lower than the three before. Name searches are up (+20% since October 2025). Recent months are getting weaker; the forecast expects November 2026 to be about the same as October 2026.
- Visits, October 2026
- 104,088,164 (+1.6% on the month before, +21.4% on a year ago)
- Last 3 months vs the 3 before
- -8.5%
- 24-month peak
- 127,748,304 in April 2026
- Name searches, US
- +20.0% since October 2025
- Google Trends, "ai research assistant"
- 10/100 (-77.8% on a year ago)
- 12-month trend
- -0.4% 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: -9%.
3Is November usually a big month or a quiet one?
November is usually a quieter month than average (17% below) for searches for “ai research assistant”. But the sites’ visits follow rankings more than the calendar, so the pattern is shown and not allowed to move the numbers.
- November index
- 83 (100 = an average month)
- On the calendar
- Black Friday and Cyber Monday and Thanksgiving (US)
- Biggest months
- January, February, March, April and August
- Quietest months
- July, October, November and December
- Used in this forecast?
- No: average miss 5.3% as chosen, 5.3% without the pattern, 12% always with it
WorldHow busy each month usually is, worldwide (100 = average)
Source: Google Trends, five years.
Miles explains
I tested the calendar against the last months and it made the forecast worse (12% average miss with it, 5.3% without), so I show it but leave it out.
4What to expect in November 2026
About 104M visits in November 2026, about the same as October 2026. The likely range is 96M to 112M.
| Measure | Last known | Forecast | Range |
|---|---|---|---|
| Search visits, worldwide | 104,088,164 | 104,101,528 | 96M to 112M |
| Search visits, US | 3,088,409 | 3,188,953 | 2.9M to 3.5M |
| Brand-name searches a month, US (last known: September 2026) | 1,752,750 | 1,647,170 | 1.3M to 2.0M |
| Searches for “ai research assistant”, US (last known: September 2026) | 480 | 525 | 178 to 871 |
Measure
- Search visits, worldwide
- Last known
- 104,088,164
- Forecast
- 104,101,528
- Range
- 96M to 112M
- Search visits, US
- Last known
- 3,088,409
- Forecast
- 3,188,953
- Range
- 2.9M to 3.5M
- Brand-name searches a month, US (last known: September 2026)
- Last known
- 1,752,750
- Forecast
- 1,647,170
- Range
- 1.3M to 2.0M
- Searches for “ai research assistant”, US (last known: September 2026)
- Last known
- 480
- Forecast
- 525
- Range
- 178 to 871
Source: DataForSEO and Google Ads.
5What to expect over the next six months
By May 2027 the forecast expects about 104,101,528 visits a month, 0% on the 104,088,164 of October 2026, so the next six months look flat.
| Month | Worldwide visits | Range | US visits | Range |
|---|---|---|---|---|
| December 2026 | 104,101,528 | 95M to 113M | 3,188,953 | 2.8M to 3.5M |
| January 2027 | 104,101,528 | 94M to 114M | 3,188,953 | 2.8M to 3.6M |
| February 2027 | 104,101,528 | 93M to 115M | 3,188,953 | 2.8M to 3.6M |
| March 2027 | 104,101,528 | 92M to 116M | 3,188,953 | 2.8M to 3.6M |
| April 2027 | 104,101,528 | 92M to 117M | 3,188,953 | 2.7M to 3.7M |
| May 2027 | 104,101,528 | 91M to 117M | 3,188,953 | 2.7M to 3.7M |
Month
- December 2026
- Worldwide visits
- 104,101,528
- Range
- 95M to 113M
- US visits
- 3,188,953
- Range
- 2.8M to 3.5M
- January 2027
- Worldwide visits
- 104,101,528
- Range
- 94M to 114M
- US visits
- 3,188,953
- Range
- 2.8M to 3.6M
- February 2027
- Worldwide visits
- 104,101,528
- Range
- 93M to 115M
- US visits
- 3,188,953
- Range
- 2.8M to 3.6M
- March 2027
- Worldwide visits
- 104,101,528
- Range
- 92M to 116M
- US visits
- 3,188,953
- Range
- 2.8M to 3.6M
- April 2027
- Worldwide visits
- 104,101,528
- Range
- 92M to 117M
- US visits
- 3,188,953
- Range
- 2.7M to 3.7M
- May 2027
- Worldwide visits
- 104,101,528
- Range
- 91M to 117M
- US visits
- 3,188,953
- Range
- 2.7M to 3.7M
6What the forecast expects for the ten most-visited sites
The forecast expects none of the ten to rise by more than 3%, and UpToDate (-4%), NoteGPT (-7%), Easemate (-4%), Paperpal (-5%), Mendeley (-3%) and ChatPDF (-6%) 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 |
|---|---|---|---|---|
| 89,967,726 | 89,245,381 | 82M to 96M | -0.8% | |
| 2,382,212 | 2,291,683 | 2.1M to 2.5M | -3.8% | |
| 2,218,442 | 2,064,426 | 1.7M to 2.4M | -6.9% | |
| 1,992,928 | 1,939,361 | 1.6M to 2.3M | -2.7% | |
| 1,595,558 | 1,540,280 | 838K to 2.2M | -3.5% | |
| 733,563 | 694,504 | 551K to 838K | -5.3% | |
| 584,716 | 566,679 | 456K to 678K | -3.1% | |
| 329,567 | 325,268 | 221K to 430K | -1.3% | |
| 328,235 | 309,777 | 169K to 450K | -5.6% | |
| 308,603 | 299,718 | 189K to 411K | -2.9% |
Site
- October 2026
- 89,967,726
- November 2026 forecast
- 89,245,381
- Range
- 82M to 96M
- Change
- -0.8%
- October 2026
- 2,382,212
- November 2026 forecast
- 2,291,683
- Range
- 2.1M to 2.5M
- Change
- -3.8%
- October 2026
- 2,218,442
- November 2026 forecast
- 2,064,426
- Range
- 1.7M to 2.4M
- Change
- -6.9%
- October 2026
- 1,992,928
- November 2026 forecast
- 1,939,361
- Range
- 1.6M to 2.3M
- Change
- -2.7%
- October 2026
- 1,595,558
- November 2026 forecast
- 1,540,280
- Range
- 838K to 2.2M
- Change
- -3.5%
- October 2026
- 733,563
- November 2026 forecast
- 694,504
- Range
- 551K to 838K
- Change
- -5.3%
- October 2026
- 584,716
- November 2026 forecast
- 566,679
- Range
- 456K to 678K
- Change
- -3.1%
- October 2026
- 329,567
- November 2026 forecast
- 325,268
- Range
- 221K to 430K
- Change
- -1.3%
- October 2026
- 328,235
- November 2026 forecast
- 309,777
- Range
- 169K to 450K
- Change
- -5.6%
- October 2026
- 308,603
- November 2026 forecast
- 299,718
- Range
- 189K to 411K
- Change
- -2.9%
Source: DataForSEO.
Together the ten come to 99,277,077, inside the market forecast of 104,101,528 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 research assistant”.
- 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.
