AI tools for research market forecast, November 2026
Miles FosterOwner and tester, RankDude
The forecast▲ Risingthrough May 2027
- November vs October
- +3.0%
- May 2027, six months out
- +8.6%
- Past forecasts in range
- 5 of 6
Each month I forecast Google visits to the AI tools for research sites I track, then score myself when the real number lands. For November 2026 I expect about 1.2 billion 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 tools for research forecast: the key numbers for November 2026
- Expected in November1194Mvisits+3% vs October
- Likely range1.1B–1.3Bvisits in November
- Expected in May 20271259Mvisits+9% 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 tools for research sites RankDude tracks got 1,158,993,473 visits from Google search in October 2026.
- The forecast for November 2026 is 1,193,861,190 visits, about the same as October 2026, likely between 1.1B and 1.3B.
- That is up on November 2025, when the same sites had 533,818,975 visits.
1How accurate is this forecast?
In plain words: Tested on the last 6 months, it missed by 10.4% on average.
- Tested on
- the last 6 months, as if their numbers were unknown
- Average miss
- 10.4%
- Inside the range
- 5 of 6 months
- Direction called right
- 4 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 | 696,532,842 | 589M to 804M | 720,624,745 | +3.5% | in range |
| June 2026 | 726,956,979 | 669M to 785M | 736,921,657 | +1.4% | in range |
| July 2026 | 744,169,264 | 685M to 804M | 723,562,931 | -2.8% | in range |
| August 2026 | 729,097,397 | 671M to 787M | 1,105,225,625 | +51.6% | missed |
| September 2026 | 1,105,225,625 | 1017M to 1194M | 1,131,535,415 | +2.4% | in range |
| October 2026 | 1,164,492,925 | 946M to 1383M | 1,158,993,473 | -0.5% | in range |
Month
- May 2026
- Would have forecast
- 696,532,842
- Range
- 589M to 804M
- Actual
- 720,624,745
- Miss
- +3.5%
- Result
- in range
- June 2026
- Would have forecast
- 726,956,979
- Range
- 669M to 785M
- Actual
- 736,921,657
- Miss
- +1.4%
- Result
- in range
- July 2026
- Would have forecast
- 744,169,264
- Range
- 685M to 804M
- Actual
- 723,562,931
- Miss
- -2.8%
- Result
- in range
- August 2026
- Would have forecast
- 729,097,397
- Range
- 671M to 787M
- Actual
- 1,105,225,625
- Miss
- +51.6%
- Result
- missed
- September 2026
- Would have forecast
- 1,105,225,625
- Range
- 1017M to 1194M
- Actual
- 1,131,535,415
- Miss
- +2.4%
- Result
- in range
- October 2026
- Would have forecast
- 1,164,492,925
- Range
- 946M to 1383M
- Actual
- 1,158,993,473
- Miss
- -0.5%
- 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 August 2026 (+52%), 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 (+163%), and the last three months were higher than the three before. Name searches are up (+5% since October 2025). Recent months are getting stronger; the forecast expects November 2026 to be about the same as October 2026.
- Visits, October 2026
- 1,158,993,473 (+2.4% on the month before, +162.6% on a year ago)
- Last 3 months vs the 3 before
- +55.7%
- 24-month peak
- 1,158,993,473 in October 2026
- Name searches, US
- +4.6% since October 2025
- Google Trends, "ai tools for research"
- 17/100 (-66.0% on a year ago)
- 12-month trend
- +6.9% 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: +56%.
3Is November usually a big month or a quiet one?
November is usually a quieter month than average (6% below) for searches for “ai tools for research”. But the sites’ visits follow rankings more than the calendar, so the pattern is shown and not allowed to move the numbers.
- November index
- 94 (100 = an average month)
- On the calendar
- Black Friday and Cyber Monday and Thanksgiving (US)
- Biggest months
- February and April
- Quietest months
- August and December
- Used in this forecast?
- No: average miss 10.4% as chosen, 10.4% without the pattern, 18% 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 (18% average miss with it, 10.4% without), so I show it but leave it out.
4What to expect in November 2026
About 1.2B visits in November 2026, about the same as October 2026. The likely range is 1.1B to 1.3B.
| Measure | Last known | Forecast | Range |
|---|---|---|---|
| Search visits, worldwide | 1,158,993,473 | 1,193,861,190 | 1098M to 1289M |
| Search visits, US | 89,953,805 | 94,630,152 | 87M to 102M |
| Brand-name searches a month, US (last known: September 2026) | 139,468,610 | 138,384,938 | 111M to 166M |
| Searches for “ai tools for research”, US (last known: September 2026) | 480 | 469 | 401 to 537 |
Measure
- Search visits, worldwide
- Last known
- 1,158,993,473
- Forecast
- 1,193,861,190
- Range
- 1098M to 1289M
- Search visits, US
- Last known
- 89,953,805
- Forecast
- 94,630,152
- Range
- 87M to 102M
- Brand-name searches a month, US (last known: September 2026)
- Last known
- 139,468,610
- Forecast
- 138,384,938
- Range
- 111M to 166M
- Searches for “ai tools for research”, US (last known: September 2026)
- Last known
- 480
- Forecast
- 469
- Range
- 401 to 537
Source: DataForSEO and Google Ads.
5What to expect over the next six months
By May 2027 the forecast expects about 1,259,121,754 visits a month, +9% on the 1,158,993,473 of October 2026, so the next six months look like growth.
| Month | Worldwide visits | Range | US visits | Range |
|---|---|---|---|---|
| December 2026 | 1,216,049,830 | 1109M to 1323M | 97,270,197 | 89M to 106M |
| January 2027 | 1,231,581,879 | 1113M to 1350M | 99,118,229 | 90M to 109M |
| February 2027 | 1,242,454,313 | 1113M to 1372M | 100,411,851 | 90M to 111M |
| March 2027 | 1,250,065,017 | 1110M to 1390M | 101,317,386 | 90M to 113M |
| April 2027 | 1,255,392,509 | 1105M to 1406M | 101,951,261 | 90M to 114M |
| May 2027 | 1,259,121,754 | 1098M to 1420M | 102,394,974 | 89M to 116M |
Month
- December 2026
- Worldwide visits
- 1,216,049,830
- Range
- 1109M to 1323M
- US visits
- 97,270,197
- Range
- 89M to 106M
- January 2027
- Worldwide visits
- 1,231,581,879
- Range
- 1113M to 1350M
- US visits
- 99,118,229
- Range
- 90M to 109M
- February 2027
- Worldwide visits
- 1,242,454,313
- Range
- 1113M to 1372M
- US visits
- 100,411,851
- Range
- 90M to 111M
- March 2027
- Worldwide visits
- 1,250,065,017
- Range
- 1110M to 1390M
- US visits
- 101,317,386
- Range
- 90M to 113M
- April 2027
- Worldwide visits
- 1,255,392,509
- Range
- 1105M to 1406M
- US visits
- 101,951,261
- Range
- 90M to 114M
- May 2027
- Worldwide visits
- 1,259,121,754
- Range
- 1098M to 1420M
- US visits
- 102,394,974
- Range
- 89M to 116M
6What the forecast expects for the ten most-visited sites
The forecast expects ChatGPT (+4%), Semrush (+3%) and MyBib (+5%) to rise, and UpToDate (-4%) 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 |
|---|---|---|---|---|
 ChatGPT | 918,686,520 | 955,024,926 | 879M to 1031M | +4.0% |
 Screener | 89,967,726 | 89,245,381 | 82M to 96M | -0.8% |
 Smallpdf | 43,079,920 | 43,410,418 | 38M to 49M | +0.8% |
 Claude | 28,705,332 | 29,345,125 | 14M to 44M | +2.2% |
 Grammarly | 21,845,704 | 21,298,683 | 18M to 24M | -2.5% |
 Semrush | 15,035,371 | 15,530,464 | 13M to 18M | +3.3% |
 Similarweb | 8,729,367 | 8,670,872 | 8.0M to 9.4M | -0.7% |
 MyBib | 4,208,200 | 4,398,168 | 3.9M to 4.9M | +4.5% |
 UpToDate | 2,382,212 | 2,291,683 | 2.1M to 2.5M | -3.8% |
 NoteGPT | 2,218,442 | 2,186,830 | 1.8M to 2.6M | -1.4% |
Site
- October 2026
- 918,686,520
- November 2026 forecast
- 955,024,926
- Range
- 879M to 1031M
- Change
- +4.0%
- October 2026
- 89,967,726
- November 2026 forecast
- 89,245,381
- Range
- 82M to 96M
- Change
- -0.8%
- October 2026
- 43,079,920
- November 2026 forecast
- 43,410,418
- Range
- 38M to 49M
- Change
- +0.8%
- October 2026
- 28,705,332
- November 2026 forecast
- 29,345,125
- Range
- 14M to 44M
- Change
- +2.2%
- October 2026
- 21,845,704
- November 2026 forecast
- 21,298,683
- Range
- 18M to 24M
- Change
- -2.5%
- October 2026
- 15,035,371
- November 2026 forecast
- 15,530,464
- Range
- 13M to 18M
- Change
- +3.3%
- October 2026
- 8,729,367
- November 2026 forecast
- 8,670,872
- Range
- 8.0M to 9.4M
- Change
- -0.7%
- October 2026
- 4,208,200
- November 2026 forecast
- 4,398,168
- Range
- 3.9M to 4.9M
- Change
- +4.5%
- 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
- 2,186,830
- Range
- 1.8M to 2.6M
- Change
- -1.4%
Source: DataForSEO.
Together the ten come to 1,171,402,550, inside the market forecast of 1,193,861,190 for every tracked site.
Miles explains
MyBib has the biggest expected rise (+5%). 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 November 2026 off course:
- A big site winning or losing a page-one position for “ai tools for research”.
- 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.