AI tools for data analysis market forecast, November 2026
Miles FosterOwner and tester, RankDude
The forecast▲ Risingthrough May 2027
- November vs October
- +2.8%
- May 2027, six months out
- +8.5%
- Past forecasts in range
- 5 of 6
Each month I forecast Google visits to the AI tools for data analysis sites I track, then score myself when the real number lands. For November 2026 I expect about 1.3 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 data analysis forecast: the key numbers for November 2026
- Expected in November1273Mvisits+3% vs October
- Likely range1.2B–1.4Bvisits in November
- Expected in May 20271345Mvisits+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 data analysis sites RankDude tracks got 1,238,971,576 visits from Google search in October 2026.
- The forecast for November 2026 is 1,273,383,812 visits, about the same as October 2026, likely between 1.2B and 1.4B.
- That is up on November 2025, when the same sites had 607,210,769 visits.
1How accurate is this forecast?
In plain words: Tested on the last 6 months, it missed by 9.6% on average.
- Tested on
- the last 6 months, as if their numbers were unknown
- Average miss
- 9.6%
- 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 | 750,966,647 | 674M to 828M | 782,336,590 | +4.2% | in range |
| June 2026 | 788,804,067 | 726M to 852M | 806,075,226 | +2.2% | in range |
| July 2026 | 814,388,190 | 749M to 880M | 794,248,186 | -2.5% | in range |
| August 2026 | 804,057,811 | 740M to 868M | 1,170,456,525 | +45.6% | missed |
| September 2026 | 1,170,456,525 | 1077M to 1264M | 1,189,431,627 | +1.6% | in range |
| October 2026 | 1,223,001,121 | 1019M to 1427M | 1,238,971,576 | +1.3% | in range |
Month
- May 2026
- Would have forecast
- 750,966,647
- Range
- 674M to 828M
- Actual
- 782,336,590
- Miss
- +4.2%
- Result
- in range
- June 2026
- Would have forecast
- 788,804,067
- Range
- 726M to 852M
- Actual
- 806,075,226
- Miss
- +2.2%
- Result
- in range
- July 2026
- Would have forecast
- 814,388,190
- Range
- 749M to 880M
- Actual
- 794,248,186
- Miss
- -2.5%
- Result
- in range
- August 2026
- Would have forecast
- 804,057,811
- Range
- 740M to 868M
- Actual
- 1,170,456,525
- Miss
- +45.6%
- Result
- missed
- September 2026
- Would have forecast
- 1,170,456,525
- Range
- 1077M to 1264M
- Actual
- 1,189,431,627
- Miss
- +1.6%
- Result
- in range
- October 2026
- Would have forecast
- 1,223,001,121
- Range
- 1019M to 1427M
- Actual
- 1,238,971,576
- Miss
- +1.3%
- 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 (+46%), 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 (+136%), 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
- 1,238,971,576 (+4.2% on the month before, +136.1% on a year ago)
- Last 3 months vs the 3 before
- +51.0%
- 24-month peak
- 1,238,971,576 in October 2026
- Name searches, US
- +5.1% since October 2025
- Google Trends, "ai tools for data analysis"
- 12/100 (-75.0% on a year ago)
- 12-month trend
- +6.5% 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: +51%.
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 tools for data analysis" has too many empty months (19 of 61, the last in April 2023) 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 1.3B visits in November 2026, about the same as October 2026. The likely range is 1.2B to 1.4B.
| Measure | Last known | Forecast | Range |
|---|---|---|---|
| Search visits, worldwide | 1,238,971,576 | 1,273,383,812 | 1172M to 1375M |
| Search visits, US | 103,823,164 | 107,798,957 | 98M to 117M |
| Brand-name searches a month, US (last known: September 2026) | 166,346,190 | 164,446,363 | 120M to 209M |
| Searches for “ai tools for data analysis”, US (last known: September 2026) | 590 | 408 | 191 to 625 |
Measure
- Search visits, worldwide
- Last known
- 1,238,971,576
- Forecast
- 1,273,383,812
- Range
- 1172M to 1375M
- Search visits, US
- Last known
- 103,823,164
- Forecast
- 107,798,957
- Range
- 98M to 117M
- Brand-name searches a month, US (last known: September 2026)
- Last known
- 166,346,190
- Forecast
- 164,446,363
- Range
- 120M to 209M
- Searches for “ai tools for data analysis”, US (last known: September 2026)
- Last known
- 590
- Forecast
- 408
- Range
- 191 to 625
Source: DataForSEO and Google Ads.
5What to expect over the next six months
By May 2027 the forecast expects about 1,344,626,338 visits a month, +9% on the 1,238,971,576 of October 2026, so the next six months look like growth.
| Month | Worldwide visits | Range | US visits | Range |
|---|---|---|---|---|
| December 2026 | 1,297,606,324 | 1183M to 1412M | 110,939,251 | 100M to 122M |
| January 2027 | 1,314,562,082 | 1188M to 1441M | 113,137,457 | 101M to 125M |
| February 2027 | 1,326,431,113 | 1188M to 1464M | 114,676,201 | 102M to 128M |
| March 2027 | 1,334,739,435 | 1185M to 1484M | 115,753,322 | 102M to 130M |
| April 2027 | 1,340,555,260 | 1180M to 1501M | 116,507,307 | 101M to 132M |
| May 2027 | 1,344,626,338 | 1173M to 1517M | 117,035,096 | 101M to 133M |
Month
- December 2026
- Worldwide visits
- 1,297,606,324
- Range
- 1183M to 1412M
- US visits
- 110,939,251
- Range
- 100M to 122M
- January 2027
- Worldwide visits
- 1,314,562,082
- Range
- 1188M to 1441M
- US visits
- 113,137,457
- Range
- 101M to 125M
- February 2027
- Worldwide visits
- 1,326,431,113
- Range
- 1188M to 1464M
- US visits
- 114,676,201
- Range
- 102M to 128M
- March 2027
- Worldwide visits
- 1,334,739,435
- Range
- 1185M to 1484M
- US visits
- 115,753,322
- Range
- 102M to 130M
- April 2027
- Worldwide visits
- 1,340,555,260
- Range
- 1180M to 1501M
- US visits
- 116,507,307
- Range
- 101M to 132M
- May 2027
- Worldwide visits
- 1,344,626,338
- Range
- 1173M to 1517M
- US visits
- 117,035,096
- Range
- 101M to 133M
6What the forecast expects for the ten most-visited sites
The forecast expects ChatGPT (+4%) and Manus (+3%) to rise, and Infogram (-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% |
 Canva | 221,411,904 | 219,636,353 | 202M to 237M | -0.8% |
 TradingView | 53,083,604 | 53,579,849 | 49M to 58M | +0.9% |
 Claude | 28,705,332 | 29,345,125 | 14M to 44M | +2.2% |
 Similarweb | 8,729,367 | 8,670,872 | 8.0M to 9.4M | -0.7% |
 Tableau | 1,140,714 | 1,148,317 | 1.0M to 1.3M | +0.7% |
 Manus | 1,116,055 | 1,154,409 | 963K to 1.3M | +3.4% |
 Databricks | 607,321 | 603,288 | 555K to 652K | -0.7% |
 Infogram | 598,147 | 574,327 | 354K to 795K | -4.0% |
 Anaconda | 583,528 | 577,774 | 491K to 664K | -1.0% |
Site
- October 2026
- 918,686,520
- November 2026 forecast
- 955,024,926
- Range
- 879M to 1031M
- Change
- +4.0%
- October 2026
- 221,411,904
- November 2026 forecast
- 219,636,353
- Range
- 202M to 237M
- Change
- -0.8%
- October 2026
- 53,083,604
- November 2026 forecast
- 53,579,849
- Range
- 49M to 58M
- Change
- +0.9%
- October 2026
- 28,705,332
- November 2026 forecast
- 29,345,125
- Range
- 14M to 44M
- Change
- +2.2%
- October 2026
- 8,729,367
- November 2026 forecast
- 8,670,872
- Range
- 8.0M to 9.4M
- Change
- -0.7%
- October 2026
- 1,140,714
- November 2026 forecast
- 1,148,317
- Range
- 1.0M to 1.3M
- Change
- +0.7%
- October 2026
- 1,116,055
- November 2026 forecast
- 1,154,409
- Range
- 963K to 1.3M
- Change
- +3.4%
- October 2026
- 607,321
- November 2026 forecast
- 603,288
- Range
- 555K to 652K
- Change
- -0.7%
- October 2026
- 598,147
- November 2026 forecast
- 574,327
- Range
- 354K to 795K
- Change
- -4.0%
- October 2026
- 583,528
- November 2026 forecast
- 577,774
- Range
- 491K to 664K
- Change
- -1.0%
Source: DataForSEO.
Together the ten come to 1,270,315,240, inside the market forecast of 1,273,383,812 for every tracked site.
Miles explains
ChatGPT has the biggest expected rise (+4%). 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 data analysis”.
- 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.