AI SEO tool market forecast, November 2026
Miles FosterOwner and tester, RankDude
The forecastā¼ Fallingthrough May 2027
- November vs October
- -2.7%
- May 2027, six months out
- -15%
- Past forecasts in range
- 5 of 6
Each month I forecast Google visits to the AI SEO tool sites I track, then score myself when the real number lands. For November 2026 I expect about 741,804 visits, about the same as in October 2026.
Below: how my last forecast did, the next six months and site by site.
Made 1 November 2026 from the October 2026 data. Data from DataForSEO, Google Trends via SerpApi, Tranco and Ahrefs Ā· not a ranking
AI SEO tool forecast: the key numbers for November 2026
- Expected in November742Kvisits-3% vs October
- Likely range593Kā890Kvisits in November
- Expected in May 2027652Kvisits-15% 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 SEO tool sites RankDude tracks got 762,345 visits from Google search in October 2026.
- The forecast for November 2026 is 741,804 visits, about the same as October 2026, likely between 593K and 890K.
- That is down on November 2025, when the same sites had 1,854,744 visits.
1How did the October 2026 forecast do?
In plain words: Last monthās forecast landed inside its range, 20% off. A hit.
In the October 2026 edition the forecast said October 2026 would bring about 951,469 search visits, somewhere between 761K and 1.1M. It brought 762,345. That landed inside the range, the month landing 20% below the forecast. Inside the range, but not a bullseye.
| Made in | Months ahead | Forecast | Range | Actual | Miss | Result |
|---|---|---|---|---|---|---|
| October 2026 | 1 | 951,469 | 761K to 1.1M | 762,345 | -19.9% | in range |
Made in
- October 2026
- Months ahead
- 1
- Forecast
- 951,469
- Range
- 761K to 1.1M
- Actual
- 762,345
- Miss
- -19.9%
- Result
- in range
Source: DataForSEO.
Site by site
| Site | Forecast | Range | Actual | Miss | Result |
|---|---|---|---|---|---|
 Surfer | 160,776 | 117K to 204K | 101,189 | -37.1% | missed |
 WriterZen | 109,550 | 43.8K to 175K | 62,157 | -43.3% | in range |
 SurgeGraph | 82,200 | 71.8K to 92.6K | 54,512 | -33.7% | missed |
 Diib | 68,253 | 32.8K to 104K | 60,930 | -10.7% | in range |
 SEO.ai | 65,632 | 60.4K to 70.9K | 74,188 | +13.0% | missed |
 Rankability | 53,421 | 21.4K to 85.5K | 38,826 | -27.3% | in range |
 Conductor | 34,259 | 23.5K to 45.0K | 36,362 | +6.1% | in range |
 BrandWell | 35,442 | 25.4K to 45.5K | 17,529 | -50.5% | missed |
 Siteimprove | 33,111 | 30.5K to 35.8K | 31,032 | -6.3% | in range |
 Screaming Frog | 27,928 | 19.4K to 36.5K | 30,634 | +9.7% | in range |
Site
- Surfer
- Forecast
- 160,776
- Range
- 117K to 204K
- Actual
- 101,189
- Miss
- -37.1%
- Result
- missed
- WriterZen
- Forecast
- 109,550
- Range
- 43.8K to 175K
- Actual
- 62,157
- Miss
- -43.3%
- Result
- in range
- SurgeGraph
- Forecast
- 82,200
- Range
- 71.8K to 92.6K
- Actual
- 54,512
- Miss
- -33.7%
- Result
- missed
- Diib
- Forecast
- 68,253
- Range
- 32.8K to 104K
- Actual
- 60,930
- Miss
- -10.7%
- Result
- in range
- SEO.ai
- Forecast
- 65,632
- Range
- 60.4K to 70.9K
- Actual
- 74,188
- Miss
- +13.0%
- Result
- missed
- Rankability
- Forecast
- 53,421
- Range
- 21.4K to 85.5K
- Actual
- 38,826
- Miss
- -27.3%
- Result
- in range
- Conductor
- Forecast
- 34,259
- Range
- 23.5K to 45.0K
- Actual
- 36,362
- Miss
- +6.1%
- Result
- in range
- BrandWell
- Forecast
- 35,442
- Range
- 25.4K to 45.5K
- Actual
- 17,529
- Miss
- -50.5%
- Result
- missed
- Siteimprove
- Forecast
- 33,111
- Range
- 30.5K to 35.8K
- Actual
- 31,032
- Miss
- -6.3%
- Result
- in range
- Screaming Frog
- Forecast
- 27,928
- Range
- 19.4K to 36.5K
- Actual
- 30,634
- Miss
- +9.7%
- Result
- in range
6 of 10 site forecasts landed in range.
The backtest, month by month
| Month | Would have forecast | Range | Actual | Miss | Result |
|---|---|---|---|---|---|
| May 2026 | 1,747,711 | 1.4M to 2.1M | 1,341,599 | -23.2% | missed |
| June 2026 | 1,402,516 | 1.1M to 1.7M | 1,122,244 | -20.0% | in range |
| July 2026 | 1,164,285 | 919K to 1.4M | 992,525 | -14.8% | in range |
| August 2026 | 962,124 | 759K to 1.2M | 914,670 | -4.9% | in range |
| September 2026 | 857,397 | 676K to 1.0M | 955,220 | +11.4% | in range |
| October 2026 | 951,469 | 761K to 1.1M | 762,345 | -19.9% | in range |
Month
- May 2026
- Would have forecast
- 1,747,711
- Range
- 1.4M to 2.1M
- Actual
- 1,341,599
- Miss
- -23.2%
- Result
- missed
- June 2026
- Would have forecast
- 1,402,516
- Range
- 1.1M to 1.7M
- Actual
- 1,122,244
- Miss
- -20.0%
- Result
- in range
- July 2026
- Would have forecast
- 1,164,285
- Range
- 919K to 1.4M
- Actual
- 992,525
- Miss
- -14.8%
- Result
- in range
- August 2026
- Would have forecast
- 962,124
- Range
- 759K to 1.2M
- Actual
- 914,670
- Miss
- -4.9%
- Result
- in range
- September 2026
- Would have forecast
- 857,397
- Range
- 676K to 1.0M
- Actual
- 955,220
- Miss
- +11.4%
- Result
- in range
- October 2026
- Would have forecast
- 951,469
- Range
- 761K to 1.1M
- Actual
- 762,345
- Miss
- -19.9%
- Result
- in range
Each row uses only data from before that month.
The running scorecard
| Months ahead | Forecasts scored | In range | Average miss |
|---|---|---|---|
| 1 | 1 | 1 of 1 | 19.9% |
Months ahead
- 1
- Forecasts scored
- 1
- In range
- 1 of 1
- Average miss
- 19.9%
Across 1 earlier edition, every forecast for a month that has since closed.
Miles explains
5 of 6 in range is honest, not perfect. The biggest miss was May 2026 (-23%), the kind of month when one big site jumps. Thatās why the range is wide.
2What is the market doing now?
Visits are down on a year ago (-54%), and the last three months were lower than the three before. Name searches are down (-30% since October 2025). Recent months are getting weaker; the forecast expects November 2026 to be about the same as October 2026.
- Visits, October 2026
- 762,345 (-20.2% on the month before, -53.6% on a year ago)
- Last 3 months vs the 3 before
- -23.8%
- 24-month peak
- 2,346,376 in February 2026
- Name searches, US
- -30.2% since October 2025
- Google Trends, "ai seo automation"
- 18/100 (-40.0% on a year ago)
- 12-month trend
- -9.2% 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: -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 seo automation" has too many empty months (35 of 61, the last in December 2024) 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 742K visits in November 2026, about the same as October 2026. The likely range is 593K to 890K.
| Measure | Last known | Forecast | Range |
|---|---|---|---|
| Search visits, worldwide | 762,345 | 741,804 | 593K to 890K |
| Search visits, US | 160,631 | 153,499 | 136K to 171K |
| Brand-name searches a month, US (last known: September 2026) | 73,970 | 72,746 | 66.1K to 79.4K |
| Searches for āai seo automationā, US (last known: September 2026) | 70 | 48 | 19 to 76 |
Measure
- Search visits, worldwide
- Last known
- 762,345
- Forecast
- 741,804
- Range
- 593K to 890K
- Search visits, US
- Last known
- 160,631
- Forecast
- 153,499
- Range
- 136K to 171K
- Brand-name searches a month, US (last known: September 2026)
- Last known
- 73,970
- Forecast
- 72,746
- Range
- 66.1K to 79.4K
- Searches for āai seo automationā, US (last known: September 2026)
- Last known
- 70
- Forecast
- 48
- Range
- 19 to 76
Source: DataForSEO and Google Ads.
5What to expect over the next six months
By May 2027 the forecast expects about 651,593 visits a month, -15% on the 762,345 of October 2026, so the next six months look like a slide.
| Month | Worldwide visits | Range | US visits | Range |
|---|---|---|---|---|
| December 2026 | 711,132 | 555K to 868K | 146,568 | 128K to 165K |
| January 2027 | 689,662 | 524K to 855K | 141,716 | 122K to 161K |
| February 2027 | 674,633 | 499K to 850K | 138,320 | 118K to 159K |
| March 2027 | 664,112 | 478K to 850K | 135,943 | 114K to 158K |
| April 2027 | 656,748 | 460K to 854K | 134,279 | 111K to 157K |
| May 2027 | 651,593 | 443K to 860K | 133,114 | 109K to 158K |
Month
- December 2026
- Worldwide visits
- 711,132
- Range
- 555K to 868K
- US visits
- 146,568
- Range
- 128K to 165K
- January 2027
- Worldwide visits
- 689,662
- Range
- 524K to 855K
- US visits
- 141,716
- Range
- 122K to 161K
- February 2027
- Worldwide visits
- 674,633
- Range
- 499K to 850K
- US visits
- 138,320
- Range
- 118K to 159K
- March 2027
- Worldwide visits
- 664,112
- Range
- 478K to 850K
- US visits
- 135,943
- Range
- 114K to 158K
- April 2027
- Worldwide visits
- 656,748
- Range
- 460K to 854K
- US visits
- 134,279
- Range
- 111K to 157K
- May 2027
- Worldwide visits
- 651,593
- Range
- 443K to 860K
- US visits
- 133,114
- Range
- 109K to 158K
6What the forecast expects for the ten most-visited sites
The forecast expects WriterZen (+11%), SurgeGraph (+10%) and Rankability (+6%) to rise, and SEO.ai (-5%), Conductor (-5%) and Screaming Frog (-10%) 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 |
|---|---|---|---|---|
| Surfer | 101,189 | 101,866 | 74.3K to 129K | +0.7% |
| SEO.ai | 74,188 | 70,365 | 61.2K to 79.5K | -5.2% |
| WriterZen | 62,157 | 69,266 | 27.7K to 111K | +11.4% |
| Diib | 60,930 | 62,714 | 42.7K to 82.7K | +2.9% |
| SurgeGraph | 54,512 | 59,998 | 52.4K to 67.6K | +10.1% |
| Rankability | 38,826 | 41,015 | 29.8K to 52.2K | +5.6% |
| Conductor | 36,362 | 34,395 | 23.6K to 45.2K | -5.4% |
| Siteimprove | 31,032 | 31,344 | 28.8K to 33.9K | +1.0% |
| Screaming Frog | 30,634 | 27,597 | 20.4K to 34.8K | -9.9% |
 Profound | 30,300 | 30,013 | 26.4K to 33.6K | -0.9% |
Site
- Surfer
- October 2026
- 101,189
- November 2026 forecast
- 101,866
- Range
- 74.3K to 129K
- Change
- +0.7%
- SEO.ai
- October 2026
- 74,188
- November 2026 forecast
- 70,365
- Range
- 61.2K to 79.5K
- Change
- -5.2%
- WriterZen
- October 2026
- 62,157
- November 2026 forecast
- 69,266
- Range
- 27.7K to 111K
- Change
- +11.4%
- Diib
- October 2026
- 60,930
- November 2026 forecast
- 62,714
- Range
- 42.7K to 82.7K
- Change
- +2.9%
- SurgeGraph
- October 2026
- 54,512
- November 2026 forecast
- 59,998
- Range
- 52.4K to 67.6K
- Change
- +10.1%
- Rankability
- October 2026
- 38,826
- November 2026 forecast
- 41,015
- Range
- 29.8K to 52.2K
- Change
- +5.6%
- Conductor
- October 2026
- 36,362
- November 2026 forecast
- 34,395
- Range
- 23.6K to 45.2K
- Change
- -5.4%
- Siteimprove
- October 2026
- 31,032
- November 2026 forecast
- 31,344
- Range
- 28.8K to 33.9K
- Change
- +1.0%
- Screaming Frog
- October 2026
- 30,634
- November 2026 forecast
- 27,597
- Range
- 20.4K to 34.8K
- Change
- -9.9%
- Profound
- October 2026
- 30,300
- November 2026 forecast
- 30,013
- Range
- 26.4K to 33.6K
- Change
- -0.9%
Source: DataForSEO.
Together the ten come to 528,573, inside the market forecast of 741,804 for every tracked site.
Miles explains
WriterZen has the biggest expected rise (+11%). 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 āai seo automationā.
- 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.