AI app builder market forecast, November 2026
Miles FosterOwner and tester, RankDude
The forecastā² Risingthrough May 2027
- November vs October
- +7.0%
- May 2027, six months out
- +7.0%
- Past forecasts in range
- 5 of 6
Each month I forecast Google visits to the AI app builder sites I track, then score myself when the real number lands. For November 2026 I expect about 5.7 million visits, 7% more than 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 app builder forecast: the key numbers for November 2026
- Expected in November5.7Mvisits+7% vs October
- Likely range5.2Mā6.1Mvisits in November
- Expected in May 20275.7Mvisits+7% 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 app builder sites RankDude tracks got 5,314,408 visits from Google search in October 2026.
- The forecast for November 2026 is 5,686,976 visits, up by about 7% on October 2026, likely between 5.2M and 6.1M.
- That is up on November 2025, when the same sites had 5,378,993 visits.
1How did the October 2026 forecast do?
In plain words: Last monthās forecast missed its range by 10%. It says so here, and the recipe tightens up.
In the October 2026 edition the forecast said October 2026 would bring about 5,885,921 search visits, somewhere between 5.4M and 6.4M. It brought 5,314,408. That was outside the range, the month landing 10% below the forecast. That is a good month for a forecast.
| Made in | Months ahead | Forecast | Range | Actual | Miss | Result |
|---|---|---|---|---|---|---|
| October 2026 | 1 | 5,885,921 | 5.4M to 6.4M | 5,314,408 | -9.7% | missed |
Made in
- October 2026
- Months ahead
- 1
- Forecast
- 5,885,921
- Range
- 5.4M to 6.4M
- Actual
- 5,314,408
- Miss
- -9.7%
- Result
- missed
Source: DataForSEO.
Site by site
| Site | Forecast | Range | Actual | Miss | Result |
|---|---|---|---|---|---|
| 1,097,697 | 951K to 1.2M | 834,220 | -24.0% | missed | |
| 899,788 | 658K to 1.1M | 677,641 | -24.7% | in range | |
| 658,532 | 592K to 725K | 716,740 | +8.8% | in range | |
| 681,828 | 273K to 1.1M | 523,053 | -23.3% | in range | |
| 400,373 | 348K to 452K | 386,562 | -3.4% | in range | |
| 338,048 | 247K to 429K | 295,493 | -12.6% | in range | |
| 236,048 | 177K to 295K | 195,946 | -17.0% | in range | |
| 180,837 | 138K to 224K | 167,960 | -7.1% | in range | |
| 152,648 | 123K to 182K | 146,931 | -3.7% | in range | |
| 150,136 | 133K to 167K | 133,077 | -11.4% | missed |
Site
- Forecast
- 1,097,697
- Range
- 951K to 1.2M
- Actual
- 834,220
- Miss
- -24.0%
- Result
- missed
- Forecast
- 899,788
- Range
- 658K to 1.1M
- Actual
- 677,641
- Miss
- -24.7%
- Result
- in range
Lovable- Forecast
- 658,532
- Range
- 592K to 725K
- Actual
- 716,740
- Miss
- +8.8%
- Result
- in range
- Forecast
- 681,828
- Range
- 273K to 1.1M
- Actual
- 523,053
- Miss
- -23.3%
- Result
- in range
- Forecast
- 400,373
- Range
- 348K to 452K
- Actual
- 386,562
- Miss
- -3.4%
- Result
- in range
v0- Forecast
- 338,048
- Range
- 247K to 429K
- Actual
- 295,493
- Miss
- -12.6%
- Result
- in range
- Forecast
- 236,048
- Range
- 177K to 295K
- Actual
- 195,946
- Miss
- -17.0%
- Result
- in range
- Forecast
- 180,837
- Range
- 138K to 224K
- Actual
- 167,960
- Miss
- -7.1%
- Result
- in range
- Forecast
- 152,648
- Range
- 123K to 182K
- Actual
- 146,931
- Miss
- -3.7%
- Result
- in range
Glide- Forecast
- 150,136
- Range
- 133K to 167K
- Actual
- 133,077
- Miss
- -11.4%
- Result
- missed
8 of 10 site forecasts landed in range.
The backtest, month by month
| Month | Would have forecast | Range | Actual | Miss | Result |
|---|---|---|---|---|---|
| May 2026 | 6,021,723 | 5.5M to 6.5M | 5,827,575 | -3.2% | in range |
| June 2026 | 5,856,697 | 5.4M to 6.3M | 5,865,911 | +0.2% | in range |
| July 2026 | 5,864,529 | 5.4M to 6.3M | 5,588,842 | -4.7% | in range |
| August 2026 | 5,630,195 | 5.2M to 6.1M | 5,952,506 | +5.7% | in range |
| September 2026 | 5,869,316 | 5.4M to 6.3M | 5,933,735 | +1.1% | in range |
| October 2026 | 5,885,921 | 5.4M to 6.4M | 5,314,408 | -9.7% | missed |
Month
- May 2026
- Would have forecast
- 6,021,723
- Range
- 5.5M to 6.5M
- Actual
- 5,827,575
- Miss
- -3.2%
- Result
- in range
- June 2026
- Would have forecast
- 5,856,697
- Range
- 5.4M to 6.3M
- Actual
- 5,865,911
- Miss
- +0.2%
- Result
- in range
- July 2026
- Would have forecast
- 5,864,529
- Range
- 5.4M to 6.3M
- Actual
- 5,588,842
- Miss
- -4.7%
- Result
- in range
- August 2026
- Would have forecast
- 5,630,195
- Range
- 5.2M to 6.1M
- Actual
- 5,952,506
- Miss
- +5.7%
- Result
- in range
- September 2026
- Would have forecast
- 5,869,316
- Range
- 5.4M to 6.3M
- Actual
- 5,933,735
- Miss
- +1.1%
- Result
- in range
- October 2026
- Would have forecast
- 5,885,921
- Range
- 5.4M to 6.4M
- Actual
- 5,314,408
- Miss
- -9.7%
- Result
- missed
Each row uses only data from before that month.
The running scorecard
| Months ahead | Forecasts scored | In range | Average miss |
|---|---|---|---|
| 1 | 1 | 0 of 1 | 9.7% |
Months ahead
- 1
- Forecasts scored
- 1
- In range
- 0 of 1
- Average miss
- 9.7%
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 October 2026 (-10%), the kind of month when one big site jumps. Thatās why the range is wide.
2What is the market doing now?
Visits are about level on a year ago (+2%), and the last three months were about level with the three before. Name searches are up (+21% since October 2025). Recent months are level, 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
- 5,314,408 (-10.4% on the month before, +2.4% on a year ago)
- Last 3 months vs the 3 before
- -0.5%
- 24-month peak
- 7,156,476 in December 2024
- Name searches, US
- +21.0% since October 2025
- Google Trends, "ai app builder"
- 9/100 (-67.9% on a year ago)
- 12-month trend
- -0.3% 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: -1%.
3Is November usually a big month or a quiet one?
November is usually a quieter month than average (3% below) for searches for āai app builderā. But the sitesā visits follow rankings more than the calendar, so the pattern is shown and not allowed to move the numbers.
- November index
- 97 (100 = an average month)
- On the calendar
- Black Friday and Cyber Monday and Thanksgiving (US)
- Biggest months
- March and April
- Quietest months
- July and September
- Used in this forecast?
- No: average miss 4.1% as chosen, 4.1% without the pattern, 12.3% 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 (12.3% average miss with it, 4.1% without), so I show it but leave it out.
4What to expect in November 2026
About 5.7M visits in November 2026, up 7% on October 2026. The likely range is 5.2M to 6.1M.
| Measure | Last known | Forecast | Range |
|---|---|---|---|
| Search visits, worldwide | 5,314,408 | 5,686,976 | 5.2M to 6.1M |
| Search visits, US | 561,809 | 630,891 | 543K to 719K |
| Brand-name searches a month, US (last known: September 2026) | 1,112,980 | 1,044,814 | 860K to 1.2M |
| Searches for āai app builderā, US (last known: September 2026) | 8,100 | 9,758 | 6.8K to 12.8K |
Measure
- Search visits, worldwide
- Last known
- 5,314,408
- Forecast
- 5,686,976
- Range
- 5.2M to 6.1M
- Search visits, US
- Last known
- 561,809
- Forecast
- 630,891
- Range
- 543K to 719K
- Brand-name searches a month, US (last known: September 2026)
- Last known
- 1,112,980
- Forecast
- 1,044,814
- Range
- 860K to 1.2M
- Searches for āai app builderā, US (last known: September 2026)
- Last known
- 8,100
- Forecast
- 9,758
- Range
- 6.8K to 12.8K
Source: DataForSEO and Google Ads.
5What to expect over the next six months
By May 2027 the forecast expects about 5,686,976 visits a month, +7% on the 5,314,408 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 | 5,686,976 | 5.2M to 6.2M | 630,891 | 534K to 728K |
| January 2027 | 5,686,976 | 5.1M to 6.2M | 630,891 | 525K to 737K |
| February 2027 | 5,686,976 | 5.1M to 6.3M | 630,891 | 516K to 746K |
| March 2027 | 5,686,976 | 5.1M to 6.3M | 630,891 | 507K to 755K |
| April 2027 | 5,686,976 | 5.0M to 6.4M | 630,891 | 498K to 763K |
| May 2027 | 5,686,976 | 5.0M to 6.4M | 630,891 | 490K to 772K |
Month
- December 2026
- Worldwide visits
- 5,686,976
- Range
- 5.2M to 6.2M
- US visits
- 630,891
- Range
- 534K to 728K
- January 2027
- Worldwide visits
- 5,686,976
- Range
- 5.1M to 6.2M
- US visits
- 630,891
- Range
- 525K to 737K
- February 2027
- Worldwide visits
- 5,686,976
- Range
- 5.1M to 6.3M
- US visits
- 630,891
- Range
- 516K to 746K
- March 2027
- Worldwide visits
- 5,686,976
- Range
- 5.1M to 6.3M
- US visits
- 630,891
- Range
- 507K to 755K
- April 2027
- Worldwide visits
- 5,686,976
- Range
- 5.0M to 6.4M
- US visits
- 630,891
- Range
- 498K to 763K
- May 2027
- Worldwide visits
- 5,686,976
- Range
- 5.0M to 6.4M
- US visits
- 630,891
- Range
- 490K to 772K
6What the forecast expects for the ten most-visited sites
The forecast expects Softr (+5%) and FlutterFlow (+5%) to rise, and Bolt.new (-5%), B12 (-8%) and Bubble (-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 |
|---|---|---|---|---|
| 834,220 | 834,220 | 714K to 954K | 0% | |
| 716,740 | 695,199 | 634K to 756K | -3.0% | |
| 677,641 | 710,963 | 520K to 902K | +4.9% | |
| 523,053 | 546,864 | 219K to 875K | +4.6% | |
| 386,562 | 397,288 | 352K to 443K | +2.8% | |
| 295,493 | 297,150 | 217K to 377K | +0.6% | |
| 195,946 | 200,936 | 158K to 244K | +2.5% | |
| 167,960 | 159,947 | 115K to 205K | -4.8% | |
| 147,484 | 135,940 | 114K to 158K | -7.8% | |
| 146,931 | 135,457 | 110K to 161K | -7.8% |
Site
- October 2026
- 834,220
- November 2026 forecast
- 834,220
- Range
- 714K to 954K
- Change
- 0%
Lovable- October 2026
- 716,740
- November 2026 forecast
- 695,199
- Range
- 634K to 756K
- Change
- -3.0%
- October 2026
- 677,641
- November 2026 forecast
- 710,963
- Range
- 520K to 902K
- Change
- +4.9%
- October 2026
- 523,053
- November 2026 forecast
- 546,864
- Range
- 219K to 875K
- Change
- +4.6%
- October 2026
- 386,562
- November 2026 forecast
- 397,288
- Range
- 352K to 443K
- Change
- +2.8%
v0- October 2026
- 295,493
- November 2026 forecast
- 297,150
- Range
- 217K to 377K
- Change
- +0.6%
- October 2026
- 195,946
- November 2026 forecast
- 200,936
- Range
- 158K to 244K
- Change
- +2.5%
- October 2026
- 167,960
- November 2026 forecast
- 159,947
- Range
- 115K to 205K
- Change
- -4.8%
B12- October 2026
- 147,484
- November 2026 forecast
- 135,940
- Range
- 114K to 158K
- Change
- -7.8%
- October 2026
- 146,931
- November 2026 forecast
- 135,457
- Range
- 110K to 161K
- Change
- -7.8%
Source: DataForSEO.
Replitās October 2026 figure (834,220) broke from its own series, so its forecast carries that level; the average of its earlier months would have called 965,216. Together the ten come to 4,113,964, inside the market forecast of 5,686,976 for every tracked site.
Miles explains
Softr has the biggest expected rise (+5%). 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 app builderā.
- 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.
