AI data analysis tool market forecast, November 2026
Miles FosterOwner and tester, RankDude
The forecast■ Flatthrough May 2027
- November vs October
- +0.1%
- May 2027, six months out
- -0.9%
- Past forecasts in range
- 6 of 6
Each month I forecast Google visits to the AI data analysis tool sites I track, then score myself when the real number lands. For November 2026 I expect about 68 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 data analysis tool forecast: the key numbers for November 2026
- Expected in November68Mvisits+0.1% vs October
- Likely range62M–73Mvisits in November
- Expected in May 202767Mvisits-1% 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 data analysis tool sites RankDude tracks got 67,782,887 visits from Google search in October 2026.
- The forecast for November 2026 is 67,840,849 visits, about the same as October 2026, likely between 62M and 73M.
- That is down on November 2025, when the same sites had 72,048,882 visits.
1How accurate is this forecast?
In plain words: Tested on the last 6 months, it missed by 3.8% on average.
- Tested on
- the last 6 months, as if their numbers were unknown
- Average miss
- 3.8%
- Inside the range
- 6 of 6 months
- Direction called right
- 1 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 | 80,525,517 | 74M to 87M | 80,753,872 | +0.3% | in range |
| June 2026 | 81,083,275 | 75M to 88M | 78,024,411 | -3.8% | in range |
| July 2026 | 78,918,072 | 73M to 85M | 75,633,698 | -4.2% | in range |
| August 2026 | 76,561,281 | 70M to 83M | 74,270,082 | -3.0% | in range |
| September 2026 | 75,683,692 | 70M to 82M | 70,905,469 | -6.3% | in range |
| October 2026 | 71,336,384 | 66M to 77M | 67,782,887 | -5.0% | in range |
Month
- May 2026
- Would have forecast
- 80,525,517
- Range
- 74M to 87M
- Actual
- 80,753,872
- Miss
- +0.3%
- Result
- in range
- June 2026
- Would have forecast
- 81,083,275
- Range
- 75M to 88M
- Actual
- 78,024,411
- Miss
- -3.8%
- Result
- in range
- July 2026
- Would have forecast
- 78,918,072
- Range
- 73M to 85M
- Actual
- 75,633,698
- Miss
- -4.2%
- Result
- in range
- August 2026
- Would have forecast
- 76,561,281
- Range
- 70M to 83M
- Actual
- 74,270,082
- Miss
- -3.0%
- Result
- in range
- September 2026
- Would have forecast
- 75,683,692
- Range
- 70M to 82M
- Actual
- 70,905,469
- Miss
- -6.3%
- Result
- in range
- October 2026
- Would have forecast
- 71,336,384
- Range
- 66M to 77M
- Actual
- 67,782,887
- Miss
- -5.0%
- 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 September 2026 (-6%), 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 (+4%), and the last three months were lower than the three before. Name searches are up (+5% since October 2025). Recent months are getting weaker; the forecast expects November 2026 to be about the same as October 2026.
- Visits, October 2026
- 67,782,887 (-4.4% on the month before, +3.5% on a year ago)
- Last 3 months vs the 3 before
- -9.2%
- 24-month peak
- 100,445,187 in December 2024
- Name searches, US
- +5.1% since October 2025
- Google Trends, "ai data analysis tools"
- 12/100 (-75.5% on a year ago)
- 12-month trend
- -0.6% 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: -9%.
3Is November usually a big month or a quiet one?
November is usually a bigger month than average (18% above) for searches for “ai data analysis tools”. But the sites’ visits follow rankings more than the calendar, so the pattern is shown and not allowed to move the numbers.
- November index
- 118 (100 = an average month)
- On the calendar
- Black Friday and Cyber Monday and Thanksgiving (US)
- Biggest months
- June, July, September, October and November
- Quietest months
- January, March, April, May and December
- Used in this forecast?
- No: average miss 3.8% as chosen, 3.8% without the pattern, 20.1% 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 (20.1% average miss with it, 3.8% without), so I show it but leave it out.
4What to expect in November 2026
About 68M visits in November 2026, about the same as October 2026. The likely range is 62M to 73M.
| Measure | Last known | Forecast | Range |
|---|---|---|---|
| Search visits, worldwide | 67,782,887 | 67,840,849 | 62M to 73M |
| Search visits, US | 5,456,638 | 5,407,338 | 4.7M to 6.1M |
| Brand-name searches a month, US (last known: September 2026) | 2,783,970 | 2,783,913 | 2.0M to 3.5M |
| Searches for “ai data analysis tools”, US (last known: September 2026) | 210 | 163 | 81 to 244 |
Measure
- Search visits, worldwide
- Last known
- 67,782,887
- Forecast
- 67,840,849
- Range
- 62M to 73M
- Search visits, US
- Last known
- 5,456,638
- Forecast
- 5,407,338
- Range
- 4.7M to 6.1M
- Brand-name searches a month, US (last known: September 2026)
- Last known
- 2,783,970
- Forecast
- 2,783,913
- Range
- 2.0M to 3.5M
- Searches for “ai data analysis tools”, US (last known: September 2026)
- Last known
- 210
- Forecast
- 163
- Range
- 81 to 244
Source: DataForSEO and Google Ads.
5What to expect over the next six months
By May 2027 the forecast expects about 67,163,046 visits a month, -1% on the 67,782,887 of October 2026, so the next six months look flat.
| Month | Worldwide visits | Range | US visits | Range |
|---|---|---|---|---|
| December 2026 | 67,610,395 | 62M to 74M | 5,311,300 | 4.6M to 6.0M |
| January 2027 | 67,449,078 | 61M to 74M | 5,244,073 | 4.5M to 6.0M |
| February 2027 | 67,336,155 | 60M to 74M | 5,197,015 | 4.4M to 6.0M |
| March 2027 | 67,257,110 | 60M to 75M | 5,164,074 | 4.3M to 6.1M |
| April 2027 | 67,201,778 | 59M to 75M | 5,141,015 | 4.2M to 6.1M |
| May 2027 | 67,163,046 | 59M to 76M | 5,124,874 | 4.1M to 6.1M |
Month
- December 2026
- Worldwide visits
- 67,610,395
- Range
- 62M to 74M
- US visits
- 5,311,300
- Range
- 4.6M to 6.0M
- January 2027
- Worldwide visits
- 67,449,078
- Range
- 61M to 74M
- US visits
- 5,244,073
- Range
- 4.5M to 6.0M
- February 2027
- Worldwide visits
- 67,336,155
- Range
- 60M to 74M
- US visits
- 5,197,015
- Range
- 4.4M to 6.0M
- March 2027
- Worldwide visits
- 67,257,110
- Range
- 60M to 75M
- US visits
- 5,164,074
- Range
- 4.3M to 6.1M
- April 2027
- Worldwide visits
- 67,201,778
- Range
- 59M to 75M
- US visits
- 5,141,015
- Range
- 4.2M to 6.1M
- May 2027
- Worldwide visits
- 67,163,046
- Range
- 59M to 76M
- US visits
- 5,124,874
- Range
- 4.1M to 6.1M
6What the forecast expects for the ten most-visited sites
The forecast expects none of the ten to rise by more than 3%, and Posit (-8%) 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 |
|---|---|---|---|---|
 TradingView | 53,083,604 | 53,579,849 | 49M to 58M | +0.9% |
 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% |
 Databricks | 607,321 | 603,288 | 555K to 652K | -0.7% |
 Anaconda | 583,528 | 577,774 | 491K to 664K | -1.0% |
 Snowflake Cortex Analyst | 535,220 | 534,114 | 455K to 613K | -0.2% |
 SAS Business Analytics | 446,680 | 439,409 | 370K to 509K | -1.6% |
 https://www.qlik.com/ | 305,973 | 304,710 | 269K to 340K | -0.4% |
 CoStar | 293,974 | 287,724 | 251K to 325K | -2.1% |
 Posit | 196,943 | 181,769 | 144K to 220K | -7.7% |
Site
- October 2026
- 53,083,604
- November 2026 forecast
- 53,579,849
- Range
- 49M to 58M
- Change
- +0.9%
- 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
- 607,321
- November 2026 forecast
- 603,288
- Range
- 555K to 652K
- Change
- -0.7%
- October 2026
- 583,528
- November 2026 forecast
- 577,774
- Range
- 491K to 664K
- Change
- -1.0%
- October 2026
- 535,220
- November 2026 forecast
- 534,114
- Range
- 455K to 613K
- Change
- -0.2%
- October 2026
- 446,680
- November 2026 forecast
- 439,409
- Range
- 370K to 509K
- Change
- -1.6%
- October 2026
- 305,973
- November 2026 forecast
- 304,710
- Range
- 269K to 340K
- Change
- -0.4%
- October 2026
- 293,974
- November 2026 forecast
- 287,724
- Range
- 251K to 325K
- Change
- -2.1%
- October 2026
- 196,943
- November 2026 forecast
- 181,769
- Range
- 144K to 220K
- Change
- -7.7%
Source: DataForSEO.
Together the ten come to 66,327,826, inside the market forecast of 67,840,849 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 data analysis tools”.
- 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.