AI agent framework market forecast, November 2026
Miles FosterOwner and tester, RankDude
The forecast▼ Fallingthrough May 2027
- November vs October
- -0.7%
- May 2027, six months out
- -3.5%
- Past forecasts in range
- 5 of 6
Each month I forecast Google visits to the AI agent framework sites I track, then score myself when the real number lands. For November 2026 I expect about 3.4 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 agent framework forecast: the key numbers for November 2026
- Expected in November3.4Mvisits-1% vs October
- Likely range3.2M–3.7Mvisits in November
- Expected in May 20273.3Mvisits-4% 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 agent framework sites RankDude tracks got 3,449,602 visits from Google search in October 2026.
- The forecast for November 2026 is 3,425,313 visits, about the same as October 2026, likely between 3.2M and 3.7M.
- That is down on November 2025, when the same sites had 4,785,570 visits.
1How accurate is this forecast?
In plain words: Tested on the last 6 months, it missed by 5.3% on average.
- Tested on
- the last 6 months, as if their numbers were unknown
- Average miss
- 5.3%
- 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 | Would have forecast | Range | Actual | Miss | Result |
|---|---|---|---|---|---|
| May 2026 | 4,955,637 | 4.0M to 5.9M | 3,900,801 | -21.3% | missed |
| June 2026 | 3,941,238 | 3.1M to 4.8M | 3,831,945 | -2.8% | in range |
| July 2026 | 3,756,573 | 3.0M to 4.6M | 3,717,042 | -1.1% | in range |
| August 2026 | 3,628,907 | 2.9M to 4.4M | 3,625,895 | -0.1% | in range |
| September 2026 | 3,566,438 | 2.8M to 4.3M | 3,640,433 | +2.1% | in range |
| October 2026 | 3,600,556 | 2.8M to 4.4M | 3,449,602 | -4.2% | in range |
Month
- May 2026
- Would have forecast
- 4,955,637
- Range
- 4.0M to 5.9M
- Actual
- 3,900,801
- Miss
- -21.3%
- Result
- missed
- June 2026
- Would have forecast
- 3,941,238
- Range
- 3.1M to 4.8M
- Actual
- 3,831,945
- Miss
- -2.8%
- Result
- in range
- July 2026
- Would have forecast
- 3,756,573
- Range
- 3.0M to 4.6M
- Actual
- 3,717,042
- Miss
- -1.1%
- Result
- in range
- August 2026
- Would have forecast
- 3,628,907
- Range
- 2.9M to 4.4M
- Actual
- 3,625,895
- Miss
- -0.1%
- Result
- in range
- September 2026
- Would have forecast
- 3,566,438
- Range
- 2.8M to 4.3M
- Actual
- 3,640,433
- Miss
- +2.1%
- Result
- in range
- October 2026
- Would have forecast
- 3,600,556
- Range
- 2.8M to 4.4M
- Actual
- 3,449,602
- Miss
- -4.2%
- 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 May 2026 (-21%), 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 (-40%), and the last three months were lower than the three before. Name searches are down (-49% since October 2025). Recent months are getting weaker; the forecast expects November 2026 to be about the same as October 2026.
- Visits, October 2026
- 3,449,602 (-5.2% on the month before, -40.3% on a year ago)
- Last 3 months vs the 3 before
- -6.4%
- 24-month peak
- 6,083,872 in September 2025
- Name searches, US
- -48.9% since October 2025
- Google Trends, "ai agent framework"
- 8/100 (-61.9% on a year ago)
- 12-month trend
- -4.2% 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: -6%.
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 agent framework" has too many empty months (34 of 61, the last in August 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 3.4M visits in November 2026, about the same as October 2026. The likely range is 3.2M to 3.7M.
| Measure | Last known | Forecast | Range |
|---|---|---|---|
| Search visits, worldwide | 3,449,602 | 3,425,313 | 3.2M to 3.7M |
| Search visits, US | 450,311 | 446,269 | 390K to 503K |
| Brand-name searches a month, US (last known: September 2026) | 109,000 | 108,051 | 78.7K to 137K |
| Searches for “ai agent framework”, US (last known: September 2026) | 880 | 924 | 472 to 1.4K |
Measure
- Search visits, worldwide
- Last known
- 3,449,602
- Forecast
- 3,425,313
- Range
- 3.2M to 3.7M
- Search visits, US
- Last known
- 450,311
- Forecast
- 446,269
- Range
- 390K to 503K
- Brand-name searches a month, US (last known: September 2026)
- Last known
- 109,000
- Forecast
- 108,051
- Range
- 78.7K to 137K
- Searches for “ai agent framework”, US (last known: September 2026)
- Last known
- 880
- Forecast
- 924
- Range
- 472 to 1.4K
Source: DataForSEO and Google Ads.
5What to expect over the next six months
By May 2027 the forecast expects about 3,328,591 visits a month, -4% on the 3,449,602 of October 2026, so the next six months look about flat, ending 4% lower by May 2027.
| Month | Worldwide visits | Range | US visits | Range |
|---|---|---|---|---|
| December 2026 | 3,392,427 | 3.1M to 3.7M | 442,246 | 380K to 504K |
| January 2027 | 3,369,407 | 3.0M to 3.7M | 439,429 | 372K to 506K |
| February 2027 | 3,353,293 | 3.0M to 3.7M | 437,458 | 365K to 510K |
| March 2027 | 3,342,013 | 3.0M to 3.7M | 436,078 | 359K to 514K |
| April 2027 | 3,334,118 | 2.9M to 3.7M | 435,112 | 352K to 518K |
| May 2027 | 3,328,591 | 2.9M to 3.8M | 434,435 | 346K to 523K |
Month
- December 2026
- Worldwide visits
- 3,392,427
- Range
- 3.1M to 3.7M
- US visits
- 442,246
- Range
- 380K to 504K
- January 2027
- Worldwide visits
- 3,369,407
- Range
- 3.0M to 3.7M
- US visits
- 439,429
- Range
- 372K to 506K
- February 2027
- Worldwide visits
- 3,353,293
- Range
- 3.0M to 3.7M
- US visits
- 437,458
- Range
- 365K to 510K
- March 2027
- Worldwide visits
- 3,342,013
- Range
- 3.0M to 3.7M
- US visits
- 436,078
- Range
- 359K to 514K
- April 2027
- Worldwide visits
- 3,334,118
- Range
- 2.9M to 3.7M
- US visits
- 435,112
- Range
- 352K to 518K
- May 2027
- Worldwide visits
- 3,328,591
- Range
- 2.9M to 3.8M
- US visits
- 434,435
- Range
- 346K to 523K
6What the forecast expects for the ten most-visited sites
The forecast expects none of the ten to rise by more than 3%, and LangGraph (-6%), CrewAI (-4%), AI SDK (-6%), PydanticAI (-9%), Rasa (-11%) and Haystack (-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 | October 2026 | November 2026 forecast | Range | Change |
|---|---|---|---|---|
 smolagents | 3,069,728 | 3,095,904 | 2.8M to 3.3M | +0.9% |
 LangGraph | 159,912 | 150,073 | 108K to 192K | -6.2% |
 CrewAI | 67,642 | 65,206 | 44.6K to 85.8K | -3.6% |
 AI SDK | 45,599 | 42,975 | 34.6K to 51.4K | -5.8% |
 PydanticAI | 21,045 | 19,227 | 13.9K to 24.6K | -8.6% |
 Rasa | 21,014 | 18,741 | 9.6K to 27.8K | -10.8% |
 LlamaIndex | 20,081 | 19,941 | 16.3K to 23.6K | -0.7% |
 Mastra | 17,307 | 17,593 | 14.5K to 20.7K | +1.7% |
 Haystack | 11,032 | 10,276 | 7.6K to 13.0K | -6.9% |
 Agno | 6,859 | 6,818 | 4.5K to 9.1K | -0.6% |
Site
- October 2026
- 3,069,728
- November 2026 forecast
- 3,095,904
- Range
- 2.8M to 3.3M
- Change
- +0.9%
- October 2026
- 159,912
- November 2026 forecast
- 150,073
- Range
- 108K to 192K
- Change
- -6.2%
- October 2026
- 67,642
- November 2026 forecast
- 65,206
- Range
- 44.6K to 85.8K
- Change
- -3.6%
- October 2026
- 45,599
- November 2026 forecast
- 42,975
- Range
- 34.6K to 51.4K
- Change
- -5.8%
- October 2026
- 21,045
- November 2026 forecast
- 19,227
- Range
- 13.9K to 24.6K
- Change
- -8.6%
- October 2026
- 21,014
- November 2026 forecast
- 18,741
- Range
- 9.6K to 27.8K
- Change
- -10.8%
- October 2026
- 20,081
- November 2026 forecast
- 19,941
- Range
- 16.3K to 23.6K
- Change
- -0.7%
- October 2026
- 17,307
- November 2026 forecast
- 17,593
- Range
- 14.5K to 20.7K
- Change
- +1.7%
- October 2026
- 11,032
- November 2026 forecast
- 10,276
- Range
- 7.6K to 13.0K
- Change
- -6.9%
- October 2026
- 6,859
- November 2026 forecast
- 6,818
- Range
- 4.5K to 9.1K
- Change
- -0.6%
Source: DataForSEO.
The ten site forecasts add up to 3,446,754, more than the market forecast of 3,425,313 for every tracked site. Each site is forecast from its own months, with the weighting that suited that site best, and the market from the total, so the two need not add up. Read the site figures one at a time, not as a sum.
7What could change the forecast
What could knock November 2026 off course:
- A big site winning or losing a page-one position for “ai agent framework”.
- 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.