AI forecasting tool market forecast, November 2026
Miles FosterOwner and tester, RankDude
The forecast▲ Risingthrough May 2027
- November vs October
- +3.2%
- May 2027, six months out
- +3.2%
- Past forecasts in range
- 1 of 6
Each month I forecast Google visits to the AI forecasting tool sites I track, then score myself when the real number lands. For November 2026 I expect about 211,690 visits, 3% more than 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 forecasting tool forecast: the key numbers for November 2026
- Expected in November212Kvisits+3% vs October
- Likely range153K–270Kvisits in November
- Expected in May 2027212Kvisits+3% six months out
- Forecasts in range1 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 forecasting tool sites RankDude tracks got 205,082 visits from Google search in October 2026.
- The forecast for November 2026 is 211,690 visits, up by about 3% on October 2026, likely between 153K and 270K.
- That is down on November 2025, when the same sites had 258,810 visits.
1How accurate is this forecast?
In plain words: Tested on the last 6 months, it missed by 22.1% on average.
- Tested on
- the last 6 months, as if their numbers were unknown
- Average miss
- 22.1%
- Inside the range
- 1 of 6 months
- Direction called right
- 2 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 | 272,238 | 247K to 297K | 243,059 | -10.7% | missed |
| June 2026 | 247,436 | 221K to 274K | 370,194 | +49.6% | missed |
| July 2026 | 370,194 | 331K to 410K | 346,949 | -6.3% | in range |
| August 2026 | 343,311 | 298K to 388K | 282,336 | -17.8% | missed |
| September 2026 | 304,715 | 250K to 359K | 241,546 | -20.7% | missed |
| October 2026 | 282,722 | 224K to 341K | 205,082 | -27.5% | missed |
Month
- May 2026
- Would have forecast
- 272,238
- Range
- 247K to 297K
- Actual
- 243,059
- Miss
- -10.7%
- Result
- missed
- June 2026
- Would have forecast
- 247,436
- Range
- 221K to 274K
- Actual
- 370,194
- Miss
- +49.6%
- Result
- missed
- July 2026
- Would have forecast
- 370,194
- Range
- 331K to 410K
- Actual
- 346,949
- Miss
- -6.3%
- Result
- in range
- August 2026
- Would have forecast
- 343,311
- Range
- 298K to 388K
- Actual
- 282,336
- Miss
- -17.8%
- Result
- missed
- September 2026
- Would have forecast
- 304,715
- Range
- 250K to 359K
- Actual
- 241,546
- Miss
- -20.7%
- Result
- missed
- October 2026
- Would have forecast
- 282,722
- Range
- 224K to 341K
- Actual
- 205,082
- Miss
- -27.5%
- Result
- missed
Each row uses only data from before that month.
Miles explains
1 of 6 in range is honest, not perfect. The biggest miss was June 2026 (+50%), 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 (-18%), and the last three months were lower than the three before. Name searches are down (-19% since October 2025). Recent months are getting weaker, yet the forecast expects November 2026 to be up on October 2026, because it averages October 2026 with the months before it, which were higher. The backtest below shows how often this method calls the direction right.
- Visits, October 2026
- 205,082 (-15.1% on the month before, -17.8% on a year ago)
- Last 3 months vs the 3 before
- -24.1%
- 24-month peak
- 370,194 in June 2026
- Name searches, US
- -19.3% since October 2025
- Google Trends, "ai forecasting tool"
- 17/100 (-67.9% on a year ago)
- 12-month trend
- -0.5% a month; the forecast carries the level of recent months, not the slope
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: -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 forecasting tool" has too many empty months (42 of 61, the last in May 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 212K visits in November 2026, up 3% on October 2026. The likely range is 153K to 270K.
| Measure | Last known | Forecast | Range |
|---|---|---|---|
| Search visits, worldwide | 205,082 | 211,690 | 153K to 270K |
| Search visits, US | 71,370 | 70,832 | 48.1K to 93.6K |
| Brand-name searches a month, US (last known: September 2026) | 11,210 | 10,887 | 9.0K to 12.8K |
| Searches for “ai forecasting tool”, US (last known: September 2026) | 50 | 45 | 19 to 72 |
Measure
- Search visits, worldwide
- Last known
- 205,082
- Forecast
- 211,690
- Range
- 153K to 270K
- Search visits, US
- Last known
- 71,370
- Forecast
- 70,832
- Range
- 48.1K to 93.6K
- Brand-name searches a month, US (last known: September 2026)
- Last known
- 11,210
- Forecast
- 10,887
- Range
- 9.0K to 12.8K
- Searches for “ai forecasting tool”, US (last known: September 2026)
- Last known
- 50
- Forecast
- 45
- Range
- 19 to 72
Source: DataForSEO and Google Ads.
5What to expect over the next six months
By May 2027 the forecast expects about 211,690 visits a month, +3% on the 205,082 of October 2026, so the next six months look flat, after a step up from October 2026.
| Month | Worldwide visits | Range | US visits | Range |
|---|---|---|---|---|
| December 2026 | 211,690 | 148K to 276K | 70,832 | 45.8K to 95.8K |
| January 2027 | 211,690 | 142K to 282K | 70,832 | 43.5K to 98.1K |
| February 2027 | 211,690 | 136K to 287K | 70,832 | 41.3K to 100K |
| March 2027 | 211,690 | 130K to 293K | 70,832 | 39.0K to 103K |
| April 2027 | 211,690 | 124K to 299K | 70,832 | 36.7K to 105K |
| May 2027 | 211,690 | 119K to 305K | 70,832 | 34.5K to 107K |
Month
- December 2026
- Worldwide visits
- 211,690
- Range
- 148K to 276K
- US visits
- 70,832
- Range
- 45.8K to 95.8K
- January 2027
- Worldwide visits
- 211,690
- Range
- 142K to 282K
- US visits
- 70,832
- Range
- 43.5K to 98.1K
- February 2027
- Worldwide visits
- 211,690
- Range
- 136K to 287K
- US visits
- 70,832
- Range
- 41.3K to 100K
- March 2027
- Worldwide visits
- 211,690
- Range
- 130K to 293K
- US visits
- 70,832
- Range
- 39.0K to 103K
- April 2027
- Worldwide visits
- 211,690
- Range
- 124K to 299K
- US visits
- 70,832
- Range
- 36.7K to 105K
- May 2027
- Worldwide visits
- 211,690
- Range
- 119K to 305K
- US visits
- 70,832
- Range
- 34.5K to 107K
6What the forecast expects for the ten most-visited sites
The forecast expects Clari (+6%) to rise, and H2O.ai (-8%), Outreach (-10%), Aviso (-17%), Forecastio (-6%) and Flowlity (-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 |
|---|---|---|---|---|
| 95,765 | 101,546 | 67.9K to 135K | +6.0% | |
| 64,056 | 62,860 | 53.4K to 72.4K | -1.9% | |
| 23,707 | 21,777 | 18.0K to 25.6K | -8.1% | |
| 11,343 | 10,229 | 6.2K to 14.3K | -9.8% | |
| 4,645 | 3,846 | 2.5K to 5.2K | -17.2% | |
| 1,617 | 1,660 | 1.4K to 1.9K | +2.7% | |
| 1,232 | 1,263 | 851 to 1.7K | +2.5% | |
| 1,150 | 1,122 | 942 to 1.3K | -2.4% | |
| 1,014 | 958 | 592 to 1.3K | -5.5% | |
| 285 | 273 | 135 to 411 | -4.2% |
Site
- October 2026
- 95,765
- November 2026 forecast
- 101,546
- Range
- 67.9K to 135K
- Change
- +6.0%
- October 2026
- 64,056
- November 2026 forecast
- 62,860
- Range
- 53.4K to 72.4K
- Change
- -1.9%
- October 2026
- 23,707
- November 2026 forecast
- 21,777
- Range
- 18.0K to 25.6K
- Change
- -8.1%
- October 2026
- 11,343
- November 2026 forecast
- 10,229
- Range
- 6.2K to 14.3K
- Change
- -9.8%
- October 2026
- 4,645
- November 2026 forecast
- 3,846
- Range
- 2.5K to 5.2K
- Change
- -17.2%
- October 2026
- 1,617
- November 2026 forecast
- 1,660
- Range
- 1.4K to 1.9K
- Change
- +2.7%
- October 2026
- 1,232
- November 2026 forecast
- 1,263
- Range
- 851 to 1.7K
- Change
- +2.5%
- October 2026
- 1,150
- November 2026 forecast
- 1,122
- Range
- 942 to 1.3K
- Change
- -2.4%
- October 2026
- 1,014
- November 2026 forecast
- 958
- Range
- 592 to 1.3K
- Change
- -5.5%
- October 2026
- 285
- November 2026 forecast
- 273
- Range
- 135 to 411
- Change
- -4.2%
Source: DataForSEO.
Together the ten come to 205,534, inside the market forecast of 211,690 for every tracked site.
Miles explains
Clari has the biggest expected rise (+6%). 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 forecasting 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.
