AI legal research tool market forecast, November 2026
Miles FosterOwner and tester, RankDude
The forecast■ Flatthrough May 2027
- November vs October
- -0.2%
- May 2027, six months out
- -0.2%
- Past forecasts in range
- 5 of 6
Each month I forecast Google visits to the AI legal research tool sites I track, then score myself when the real number lands. For November 2026 I expect about 1.9 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 legal research tool forecast: the key numbers for November 2026
- Expected in November1.9Mvisits-0.2% vs October
- Likely range1.7M–2.1Mvisits in November
- Expected in May 20271.9Mvisits-0.2% 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 legal research tool sites RankDude tracks got 1,911,357 visits from Google search in October 2026.
- The forecast for November 2026 is 1,907,655 visits, about the same as October 2026, likely between 1.7M and 2.1M.
- That is down on November 2025, when the same sites had 2,575,872 visits.
1How accurate is this forecast?
In plain words: Tested on the last 6 months, it missed by 9.9% on average.
- Tested on
- the last 6 months, as if their numbers were unknown
- Average miss
- 9.9%
- 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 |
|---|---|---|---|---|---|
| May 2026 | 2,977,985 | 2.6M to 3.3M | 2,383,578 | -20.0% | missed |
| June 2026 | 2,383,578 | 2.1M to 2.7M | 2,190,978 | -8.1% | in range |
| July 2026 | 2,232,384 | 1.8M to 2.7M | 1,954,425 | -12.5% | in range |
| August 2026 | 1,924,094 | 1.5M to 2.3M | 1,778,388 | -7.6% | in range |
| September 2026 | 1,727,283 | 1.4M to 2.1M | 1,900,024 | +10.0% | in range |
| October 2026 | 1,886,678 | 1.5M to 2.3M | 1,911,357 | +1.3% | in range |
Month
- May 2026
- Would have forecast
- 2,977,985
- Range
- 2.6M to 3.3M
- Actual
- 2,383,578
- Miss
- -20.0%
- Result
- missed
- June 2026
- Would have forecast
- 2,383,578
- Range
- 2.1M to 2.7M
- Actual
- 2,190,978
- Miss
- -8.1%
- Result
- in range
- July 2026
- Would have forecast
- 2,232,384
- Range
- 1.8M to 2.7M
- Actual
- 1,954,425
- Miss
- -12.5%
- Result
- in range
- August 2026
- Would have forecast
- 1,924,094
- Range
- 1.5M to 2.3M
- Actual
- 1,778,388
- Miss
- -7.6%
- Result
- in range
- September 2026
- Would have forecast
- 1,727,283
- Range
- 1.4M to 2.1M
- Actual
- 1,900,024
- Miss
- +10.0%
- Result
- in range
- October 2026
- Would have forecast
- 1,886,678
- Range
- 1.5M to 2.3M
- Actual
- 1,911,357
- Miss
- +1.3%
- 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 (-20%), 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 (-34%), and the last three months were lower than the three before. Name searches are about level (+3% since October 2025). Recent months are getting weaker; the forecast expects November 2026 to be about the same as October 2026.
- Visits, October 2026
- 1,911,357 (+0.6% on the month before, -34.4% on a year ago)
- Last 3 months vs the 3 before
- -14.4%
- 24-month peak
- 3,750,011 in December 2024
- Name searches, US
- +2.7% since October 2025
- Google Trends, "ai legal research"
- 10/100 (-82.5% on a year ago)
- 12-month trend
- -4.5% 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: -14%.
3Is November usually a big month or a quiet one?
November is usually a quieter month than average (1% below) for searches for “ai legal research”. But the sites’ visits follow rankings more than the calendar, so the pattern is shown and not allowed to move the numbers.
- November index
- 99 (100 = an average month)
- On the calendar
- Black Friday and Cyber Monday and Thanksgiving (US)
- Biggest months
- April, August and September
- Quietest months
- January, February, May, June, July and December
- Used in this forecast?
- No: average miss 9.9% as chosen, 9.9% without the pattern, 24.6% 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 (24.6% average miss with it, 9.9% without), so I show it but leave it out.
4What to expect in November 2026
About 1.9M visits in November 2026, about the same as October 2026. The likely range is 1.7M to 2.1M.
| Measure | Last known | Forecast | Range |
|---|---|---|---|
| Search visits, worldwide | 1,911,357 | 1,907,655 | 1.7M to 2.1M |
| Search visits, US | 627,907 | 636,727 | 586K to 688K |
| Brand-name searches a month, US (last known: September 2026) | 24,600 | 22,328 | 18.1K to 26.5K |
| Searches for “ai legal research”, US (last known: September 2026) | 480 | 391 | 342 to 440 |
Measure
- Search visits, worldwide
- Last known
- 1,911,357
- Forecast
- 1,907,655
- Range
- 1.7M to 2.1M
- Search visits, US
- Last known
- 627,907
- Forecast
- 636,727
- Range
- 586K to 688K
- Brand-name searches a month, US (last known: September 2026)
- Last known
- 24,600
- Forecast
- 22,328
- Range
- 18.1K to 26.5K
- Searches for “ai legal research”, US (last known: September 2026)
- Last known
- 480
- Forecast
- 391
- Range
- 342 to 440
Source: DataForSEO and Google Ads.
5What to expect over the next six months
By May 2027 the forecast expects about 1,907,655 visits a month, -0.2% on the 1,911,357 of October 2026, so the next six months look flat.
| Month | Worldwide visits | Range | US visits | Range |
|---|---|---|---|---|
| December 2026 | 1,907,655 | 1.6M to 2.2M | 636,727 | 581K to 693K |
| January 2027 | 1,907,655 | 1.6M to 2.2M | 636,727 | 576K to 698K |
| February 2027 | 1,907,655 | 1.6M to 2.2M | 636,727 | 571K to 703K |
| March 2027 | 1,907,655 | 1.6M to 2.2M | 636,727 | 565K to 708K |
| April 2027 | 1,907,655 | 1.5M to 2.3M | 636,727 | 560K to 713K |
| May 2027 | 1,907,655 | 1.5M to 2.3M | 636,727 | 555K to 718K |
Month
- December 2026
- Worldwide visits
- 1,907,655
- Range
- 1.6M to 2.2M
- US visits
- 636,727
- Range
- 581K to 693K
- January 2027
- Worldwide visits
- 1,907,655
- Range
- 1.6M to 2.2M
- US visits
- 636,727
- Range
- 576K to 698K
- February 2027
- Worldwide visits
- 1,907,655
- Range
- 1.6M to 2.2M
- US visits
- 636,727
- Range
- 571K to 703K
- March 2027
- Worldwide visits
- 1,907,655
- Range
- 1.6M to 2.2M
- US visits
- 636,727
- Range
- 565K to 708K
- April 2027
- Worldwide visits
- 1,907,655
- Range
- 1.5M to 2.3M
- US visits
- 636,727
- Range
- 560K to 713K
- May 2027
- Worldwide visits
- 1,907,655
- Range
- 1.5M to 2.3M
- US visits
- 636,727
- Range
- 555K to 718K
6What the forecast expects for the ten most-visited sites
The forecast expects Descrybe (+4%) to rise, and Harvey (-9%), midpage.ai (-18%) and NexLaw (-5%) 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 |
|---|---|---|---|---|
 CoCounsel | 1,540,744 | 1,538,249 | 1.2M to 1.8M | -0.2% |
 Bloomberg Law | 182,245 | 178,667 | 143K to 215K | -2.0% |
 Lexis+ AI Protégé | 106,473 | 103,929 | 91.5K to 116K | -2.4% |
 Harvey | 63,791 | 57,796 | 32.8K to 82.8K | -9.4% |
 Cetient | 5,805 | 5,851 | 4.2K to 7.5K | +0.8% |
 Paxton Legal AI | 5,390 | 5,296 | 3.2K to 7.4K | -1.7% |
 midpage.ai | 4,919 | 4,044 | 1.7K to 6.4K | -17.8% |
 TheLawGPT | 1,048 | 1,063 | 425 to 1.7K | +1.4% |
 NexLaw | 731 | 693 | 585 to 801 | -5.2% |
 Descrybe | 211 | 220 | 88 to 352 | +4.3% |
Site
- October 2026
- 1,540,744
- November 2026 forecast
- 1,538,249
- Range
- 1.2M to 1.8M
- Change
- -0.2%
- October 2026
- 182,245
- November 2026 forecast
- 178,667
- Range
- 143K to 215K
- Change
- -2.0%
- October 2026
- 106,473
- November 2026 forecast
- 103,929
- Range
- 91.5K to 116K
- Change
- -2.4%
- October 2026
- 63,791
- November 2026 forecast
- 57,796
- Range
- 32.8K to 82.8K
- Change
- -9.4%
- October 2026
- 5,805
- November 2026 forecast
- 5,851
- Range
- 4.2K to 7.5K
- Change
- +0.8%
- October 2026
- 5,390
- November 2026 forecast
- 5,296
- Range
- 3.2K to 7.4K
- Change
- -1.7%
- October 2026
- 4,919
- November 2026 forecast
- 4,044
- Range
- 1.7K to 6.4K
- Change
- -17.8%
- October 2026
- 1,048
- November 2026 forecast
- 1,063
- Range
- 425 to 1.7K
- Change
- +1.4%
- October 2026
- 731
- November 2026 forecast
- 693
- Range
- 585 to 801
- Change
- -5.2%
- October 2026
- 211
- November 2026 forecast
- 220
- Range
- 88 to 352
- Change
- +4.3%
Source: DataForSEO.
Together the ten come to 1,895,808, inside the market forecast of 1,907,655 for every tracked site.
Miles explains
Descrybe 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 November 2026 off course:
- A big site winning or losing a page-one position for “ai legal research”.
- 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.