Self-hosted AI agent market forecast, October 2026
Miles FosterOwner and tester, RankDude
The forecast▲ Risingthrough April 2027
- October vs September
- +0.5%
- April 2027, six months out
- +7.0%
- Past forecasts in range
- 5 of 6
Each month I forecast Google visits to the self-hosted AI agent sites I track, then score myself when the real number lands. For October 2026 I expect about 991,886 visits, about the same as in September 2026.
Below: how my last forecast did, the next six months and site by site.
Made 15 October 2026 from the September 2026 data. Data from DataForSEO, Google Trends via SerpApi, Tranco and Ahrefs · not a ranking
Self-hosted AI agent forecast: the key numbers for October 2026
- Expected in October992Kvisits+1% vs September
- Likely range626K–1.4Mvisits in October
- Expected in April 20271.1Mvisits+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 self-hosted AI agent sites RankDude tracks got 987,202 visits from Google search in September 2026.
- The forecast for October 2026 is 991,886 visits, about the same as September 2026, likely between 626K and 1.4M.
- That is up on October 2025, when the same sites had 245,006 visits.
1How accurate is this forecast?
In plain words: Tested on the last 6 months, it missed by 20.8% on average.
- Tested on
- the last 6 months, as if their numbers were unknown
- Average miss
- 20.8%
- Inside the range
- 5 of 6 months
- Direction called right
- 1 of 6 months
- Next month
- this section scores the real forecast
The backtest, month by month
| Month | Would have forecast | Range | Actual | Miss | Result |
|---|---|---|---|---|---|
| April 2026 | 431,476 | 397K to 466K | 645,888 | +49.7% | missed |
| May 2026 | 631,664 | 253K to 1.0M | 864,635 | +36.9% | in range |
| June 2026 | 866,218 | 346K to 1.4M | 860,287 | -0.7% | in range |
| July 2026 | 908,526 | 363K to 1.5M | 848,975 | -6.6% | in range |
| August 2026 | 878,144 | 351K to 1.4M | 798,058 | -9.1% | in range |
| September 2026 | 810,072 | 324K to 1.3M | 987,202 | +21.9% | in range |
Month
- April 2026
- Would have forecast
- 431,476
- Range
- 397K to 466K
- Actual
- 645,888
- Miss
- +49.7%
- Result
- missed
- May 2026
- Would have forecast
- 631,664
- Range
- 253K to 1.0M
- Actual
- 864,635
- Miss
- +36.9%
- Result
- in range
- June 2026
- Would have forecast
- 866,218
- Range
- 346K to 1.4M
- Actual
- 860,287
- Miss
- -0.7%
- Result
- in range
- July 2026
- Would have forecast
- 908,526
- Range
- 363K to 1.5M
- Actual
- 848,975
- Miss
- -6.6%
- Result
- in range
- August 2026
- Would have forecast
- 878,144
- Range
- 351K to 1.4M
- Actual
- 798,058
- Miss
- -9.1%
- Result
- in range
- September 2026
- Would have forecast
- 810,072
- Range
- 324K to 1.3M
- Actual
- 987,202
- Miss
- +21.9%
- 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 April 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 up on a year ago (+337%), and the last three months were higher than the three before. Name searches are up (+313% since October 2025). Recent months are getting stronger; the forecast expects October 2026 to be about the same as September 2026.
- Visits, September 2026
- 987,202 (+23.7% on the month before, +336.9% on a year ago)
- Last 3 months vs the 3 before
- +11.1%
- 24-month peak
- 987,202 in September 2026
- Name searches, US
- +312.6% since October 2025
- Google Trends, "self hosted ai agents"
- 12/100
- 12-month trend
- +14.3% 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: +11%.
3Is October usually a big month or a quiet one?
No seasonal pattern is used in this forecast: the five-year Google Trends series for "self hosted ai agents" has too many empty months (49 of 60, the last in November 2025) to read a seasonal pattern from.
On the calendar, October brings the start of the fourth quarter and next year's budget planning. 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 October 2026
About 992K visits in October 2026, about the same as September 2026. The likely range is 626K to 1.4M.
| Measure | Last known | Forecast | Range |
|---|---|---|---|
| Search visits, worldwide | 987,202 | 991,886 | 626K to 1.4M |
| Search visits, US | 169,692 | 168,260 | 88.0K to 249K |
| Brand-name searches a month, US (last known: September 2026) | 107,850 | 103,488 | 49.3K to 158K |
Measure
- Search visits, worldwide
- Last known
- 987,202
- Forecast
- 991,886
- Range
- 626K to 1.4M
- Search visits, US
- Last known
- 169,692
- Forecast
- 168,260
- Range
- 88.0K to 249K
- Brand-name searches a month, US (last known: September 2026)
- Last known
- 107,850
- Forecast
- 103,488
- Range
- 49.3K to 158K
Source: DataForSEO and Google Ads.
5What to expect over the next six months
By April 2027 the forecast expects about 1,056,399 visits a month, +7% on the 987,202 of September 2026, so the next six months look like growth.
| Month | Worldwide visits | Range | US visits | Range |
|---|---|---|---|---|
| November 2026 | 1,013,820 | 602K to 1.4M | 168,412 | 80.0K to 257K |
| December 2026 | 1,029,175 | 573K to 1.5M | 168,519 | 72.1K to 265K |
| January 2027 | 1,039,923 | 541K to 1.5M | 168,593 | 64.0K to 273K |
| February 2027 | 1,047,446 | 506K to 1.6M | 168,646 | 56.0K to 281K |
| March 2027 | 1,052,713 | 470K to 1.6M | 168,682 | 48.0K to 289K |
| April 2027 | 1,056,399 | 433K to 1.7M | 168,708 | 40.0K to 297K |
Month
- November 2026
- Worldwide visits
- 1,013,820
- Range
- 602K to 1.4M
- US visits
- 168,412
- Range
- 80.0K to 257K
- December 2026
- Worldwide visits
- 1,029,175
- Range
- 573K to 1.5M
- US visits
- 168,519
- Range
- 72.1K to 265K
- January 2027
- Worldwide visits
- 1,039,923
- Range
- 541K to 1.5M
- US visits
- 168,593
- Range
- 64.0K to 273K
- February 2027
- Worldwide visits
- 1,047,446
- Range
- 506K to 1.6M
- US visits
- 168,646
- Range
- 56.0K to 281K
- March 2027
- Worldwide visits
- 1,052,713
- Range
- 470K to 1.6M
- US visits
- 168,682
- Range
- 48.0K to 289K
- April 2027
- Worldwide visits
- 1,056,399
- Range
- 433K to 1.7M
- US visits
- 168,708
- Range
- 40.0K to 297K
6What the forecast expects for the ten most-visited sites
The forecast expects AnythingLLM (+4%) to rise, and Hermes Agent (-4%), Jan (-10%) and Leon (-5%) to fall; the rest are within 3% of September 2026. Single sites are harder to forecast than the whole market, so their ranges are wider.
| Site | September 2026 | October 2026 forecast | Range | Change |
|---|---|---|---|---|
 OpenClaw | 757,750 | 764,155 | 306K to 1.2M | +0.8% |
 Hermes Agent | 91,272 | 87,490 | 35.0K to 140K | -4.1% |
 Open WebUI | 52,885 | 51,922 | 44.8K to 59.1K | -1.8% |
 Jan | 29,788 | 26,949 | 15.7K to 38.2K | -9.5% |
 AnythingLLM | 23,519 | 24,440 | 13.7K to 35.2K | +3.9% |
 LibreChat | 21,887 | 21,703 | 17.7K to 25.7K | -0.8% |
 Agent Zero | 3,348 | 3,389 | 2.7K to 4.1K | +1.2% |
 Kortix | 2,984 | 2,910 | 2.3K to 3.5K | -2.5% |
 Leon | 1,733 | 1,649 | 737 to 2.6K | -4.8% |
 Letta | 966 | 959 | 557 to 1.4K | -0.7% |
Site
- OpenClaw
- September 2026
- 757,750
- October 2026 forecast
- 764,155
- Range
- 306K to 1.2M
- Change
- +0.8%
- Hermes Agent
- September 2026
- 91,272
- October 2026 forecast
- 87,490
- Range
- 35.0K to 140K
- Change
- -4.1%
- Open WebUI
- September 2026
- 52,885
- October 2026 forecast
- 51,922
- Range
- 44.8K to 59.1K
- Change
- -1.8%
- Jan
- September 2026
- 29,788
- October 2026 forecast
- 26,949
- Range
- 15.7K to 38.2K
- Change
- -9.5%
- AnythingLLM
- September 2026
- 23,519
- October 2026 forecast
- 24,440
- Range
- 13.7K to 35.2K
- Change
- +3.9%
- LibreChat
- September 2026
- 21,887
- October 2026 forecast
- 21,703
- Range
- 17.7K to 25.7K
- Change
- -0.8%
- Agent Zero
- September 2026
- 3,348
- October 2026 forecast
- 3,389
- Range
- 2.7K to 4.1K
- Change
- +1.2%
- Kortix
- September 2026
- 2,984
- October 2026 forecast
- 2,910
- Range
- 2.3K to 3.5K
- Change
- -2.5%
- Leon
- September 2026
- 1,733
- October 2026 forecast
- 1,649
- Range
- 737 to 2.6K
- Change
- -4.8%
- Letta
- September 2026
- 966
- October 2026 forecast
- 959
- Range
- 557 to 1.4K
- Change
- -0.7%
Source: DataForSEO.
Together the ten come to 985,566, inside the market forecast of 991,886 for every tracked site.
Miles explains
AnythingLLM has the biggest expected rise (+4%). 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 October 2026 off course:
- A big site winning or losing a page-one position for “self hosted ai agents”.
- 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.