RankDude
Updated 11/02/2026 · next update 12/01/2026

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

050M100M150M200MForecastMeasuredNov 25Feb 26May 26Aug 26Nov 26Feb 27May 27104M91M to 117M
MeasuredForecastLikely range

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

  • 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

+20%+10%0%-10%-20%May 25Aug 25Nov 25Feb 26May 26Aug 26Oct 26

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)

78100126111Jan112Feb118Mar112Apr100May92Jun86Jul126Aug95Sep88Oct83Nov78Dec

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

  • 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

  • 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
    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.