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

AI data visualization tool market forecast, November 2026

Miles FosterOwner and tester, RankDude

The forecast■ Flatthrough May 2027

November vs October
-0.7%
May 2027, six months out
-0.7%
Past forecasts in range
5 of 6

Each month I forecast Google visits to the AI data visualization tool sites I track, then score myself when the real number lands. For November 2026 I expect about 2.5 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 visualization tool forecast: the key numbers for November 2026

01.3M2.5M3.8M5.0MForecastMeasuredNov 25Feb 26May 26Aug 26Nov 26Feb 27May 272.5M1.9M to 3.1M
MeasuredForecastLikely range

Visits from Google search to the tracked sites, a month. Hover or tap the chart for each month.

  • The AI data visualization tool sites RankDude tracks got 2,500,668 visits from Google search in October 2026.
  • The forecast for November 2026 is 2,482,190 visits, about the same as October 2026, likely between 2.1M and 2.9M.
  • That is down on November 2025, when the same sites had 2,672,663 visits.

1How accurate is this forecast?

In plain words: Tested on the last 6 months, it missed by 12.1% on average.

Tested on
the last 6 months, as if their numbers were unknown
Average miss
12.1%
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
    3,025,501
    Range
    2.3M to 3.8M
    Actual
    3,252,322
    Miss
    +7.5%
    Result
    in range
  • June 2026
    Would have forecast
    3,218,299
    Range
    2.5M to 4.0M
    Actual
    3,711,391
    Miss
    +15.3%
    Result
    in range
  • July 2026
    Would have forecast
    3,637,427
    Range
    2.9M to 4.3M
    Actual
    2,533,840
    Miss
    -30.3%
    Result
    missed
  • August 2026
    Would have forecast
    2,699,378
    Range
    2.0M to 3.4M
    Actual
    2,332,154
    Miss
    -13.6%
    Result
    in range
  • September 2026
    Would have forecast
    2,387,238
    Range
    1.8M to 3.0M
    Actual
    2,375,756
    Miss
    -0.5%
    Result
    in range
  • October 2026
    Would have forecast
    2,377,478
    Range
    1.8M to 3.0M
    Actual
    2,500,668
    Miss
    +5.2%
    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 (-30%), the kind of month when one big site jumps. That’s why the range is wide.

2What is the market doing now?

Visits are down on a year ago (-38%), and the last three months were lower than the three before. Name searches are down (-12% since October 2025). Recent months are getting weaker; the forecast expects November 2026 to be about the same as October 2026.

Visits, October 2026
2,500,668 (+5.3% on the month before, -37.6% on a year ago)
Last 3 months vs the 3 before
-24.1%
24-month peak
5,404,991 in December 2024
Name searches, US
-12.3% since October 2025
Google Trends, "ai data visualization tool"
5/100 (-90.4% on a year ago)
12-month trend
0% a month; the forecast carries the level of recent months, not the slope

WorldChange in visits, month on month, worldwide

+40%+20%0%-20%-40%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: -24%.

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 data visualization tool" has too many empty months (40 of 61, the last in April 2025) 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 2.5M visits in November 2026, about the same as October 2026. The likely range is 2.1M to 2.9M.

Measure

  • Search visits, worldwide
    Last known
    2,500,668
    Forecast
    2,482,190
    Range
    2.1M to 2.9M
  • Search visits, US
    Last known
    277,489
    Forecast
    292,331
    Range
    252K to 332K
  • Brand-name searches a month, US (last known: September 2026)
    Last known
    352,600
    Forecast
    325,236
    Range
    288K to 362K
  • Searches for “ai data visualization tool”, US (last known: September 2026)
    Last known
    10
    Forecast
    13
    Range
    8 to 18

Source: DataForSEO and Google Ads.

5What to expect over the next six months

By May 2027 the forecast expects about 2,482,190 visits a month, -1% on the 2,500,668 of October 2026, so the next six months look flat.

Month

  • December 2026
    Worldwide visits
    2,482,190
    Range
    2.1M to 2.9M
    US visits
    292,331
    Range
    248K to 336K
  • January 2027
    Worldwide visits
    2,482,190
    Range
    2.0M to 2.9M
    US visits
    292,331
    Range
    244K to 340K
  • February 2027
    Worldwide visits
    2,482,190
    Range
    2.0M to 3.0M
    US visits
    292,331
    Range
    240K to 344K
  • March 2027
    Worldwide visits
    2,482,190
    Range
    2.0M to 3.0M
    US visits
    292,331
    Range
    236K to 348K
  • April 2027
    Worldwide visits
    2,482,190
    Range
    1.9M to 3.1M
    US visits
    292,331
    Range
    232K to 352K
  • May 2027
    Worldwide visits
    2,482,190
    Range
    1.9M to 3.1M
    US visits
    292,331
    Range
    228K to 356K

6What the forecast expects for the 9 most-visited sites

The forecast expects none of the 9 to rise by more than 3%, and Infogram (-4%), Graphy (-5%) and Powerdrill AI (-7%) 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

  • Tableau
    October 2026
    1,140,714
    November 2026 forecast
    1,148,317
    Range
    1.0M to 1.3M
    Change
    +0.7%
  • Infogram
    October 2026
    598,147
    November 2026 forecast
    574,327
    Range
    354K to 795K
    Change
    -4.0%
  • https://www.qlik.com/
    October 2026
    305,973
    November 2026 forecast
    304,710
    Range
    269K to 340K
    Change
    -0.4%
  • Julius AI
    October 2026
    190,762
    November 2026 forecast
    190,796
    Range
    176K to 206K
    Change
    0%
  • Domo
    October 2026
    136,445
    November 2026 forecast
    136,557
    Range
    126K to 147K
    Change
    +0.1%
  • ThoughtSpot
    October 2026
    95,117
    November 2026 forecast
    95,604
    Range
    84.6K to 107K
    Change
    +0.5%
  • Graphy
    October 2026
    19,479
    November 2026 forecast
    18,514
    Range
    15.5K to 21.6K
    Change
    -5.0%
  • Powerdrill AI
    October 2026
    11,548
    November 2026 forecast
    10,795
    Range
    5.8K to 15.8K
    Change
    -6.5%
  • Polymer
    October 2026
    2,483
    November 2026 forecast
    2,422
    Range
    2.1K to 2.7K
    Change
    -2.5%

Source: DataForSEO.

Together the 9 come to 2,482,042, inside the market forecast of 2,482,190 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 visualization tool”.
  • 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.