AI drug discovery platform market forecast, November 2026

AI drug discovery platform forecast: the key numbers for November 2026

• Expected in November13.3Kvisits+11% vs October
• Likely range10.3K–16.3Kvisits in November
• Expected in May 202712.4Kvisits+3% six months out
• Forecasts in range5 of 6monthswhen the method was tested

• The AI drug discovery platform sites RankDude tracks got 11,995 visits from Google search in October 2026.
• The forecast for November 2026 is 13,296 visits, up by about 11% on October 2026, likely between 10.3K and 16.3K.
• That is down on November 2025, when the same sites had 24,049 visits.

In plain words: Tested on the last 6 months, it missed by 20.9% on average.

Tested on

the last 6 months, as if their numbers were unknown

Average miss

20.9%

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

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 (-38%), the kind of month when one big site jumps. That’s why the range is wide.

Visits are down on a year ago (-49%), and the last three months were lower than the three before. Name searches are up (+17% since October 2025). Recent months are getting weaker, 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

11,995 (-9.7% on the month before, -48.7% on a year ago)

Last 3 months vs the 3 before

-9.2%

24-month peak

24,049 in November 2025

Name searches, US

+16.5% since October 2025

Google Trends, "ai drug discovery"

3/100 (-75.0% on a year ago)

12-month trend

-5.5% a month; the forecast carries part of the slope, fading

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: -9%.

November is usually a bigger month than average (2% above) for searches for “ai drug discovery”. But the sites’ visits follow rankings more than the calendar, so the pattern is shown and not allowed to move the numbers.

November index

102 (100 = an average month)

On the calendar

Black Friday and Cyber Monday and Thanksgiving (US)

Biggest months

February, March and August

Quietest months

January, April and December

Used in this forecast?

No: average miss 20.9% as chosen, 20.9% without the pattern, 25.8% always with it

Miles explains

I tested the calendar against the last months and it made the forecast worse (25.8% average miss with it, 20.9% without), so I show it but leave it out.

About 13.3K visits in November 2026, up 11% on October 2026. The likely range is 10.3K to 16.3K.

Source: DataForSEO and Google Ads.

By May 2027 the forecast expects about 12,374 visits a month, +3% on the 11,995 of October 2026, so the next six months look uneven: as high as 12.4K in May 2027 (+3%), then 3% above October 2026 by May 2027.

The forecast expects Chai Discovery (+10%), Mavatar (+5%), Cradle (+60%), Iktos (+7%) and Numerion Labs (+5%) to rise, and TeselaGen (-4%) 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-level forecasts for November 2026

Site	October 2026	November 2026 forecast	Range	Change
Owkin	3,342	3,364	2.9K to 3.8K	+0.7%
Chai Discovery	2,390	2,623	1.5K to 3.7K	+9.7%
Causaly	1,427	1,429	999 to 1.9K	+0.1%
Mavatar	927	971	506 to 1.4K	+4.7%
Cradle	875	1,400	560 to 2.2K	+60.0%
Synthesize Bio	811	793	460 to 1.1K	-2.2%
BullFrog AI	631	619	483 to 755	-1.9%
Iktos	362	387	329 to 445	+6.9%
TeselaGen	318	306	246 to 366	-3.8%
Numerion Labs	302	317	177 to 457	+5.0%

Site

• Owkin

  October 2026

  3,342

  November 2026 forecast

  3,364

  Range

  2.9K to 3.8K

  Change

  +0.7%

• Chai Discovery

  October 2026

  2,390

  November 2026 forecast

  2,623

  Range

  1.5K to 3.7K

  Change

  +9.7%

• Causaly

  October 2026

  1,427

  November 2026 forecast

  1,429

  Range

  999 to 1.9K

  Change

  +0.1%

• Mavatar

  October 2026

  927

  November 2026 forecast

  971

  Range

  506 to 1.4K

  Change

  +4.7%

• Cradle

  October 2026

  875

  November 2026 forecast

  1,400

  Range

  560 to 2.2K

  Change

  +60.0%

• Synthesize Bio

  October 2026

  811

  November 2026 forecast

  793

  Range

  460 to 1.1K

  Change

  -2.2%

• BullFrog AI

  October 2026

  631

  November 2026 forecast

  619

  Range

  483 to 755

  Change

  -1.9%

• Iktos

  October 2026

  362

  November 2026 forecast

  387

  Range

  329 to 445

  Change

  +6.9%

• TeselaGen

  October 2026

  318

  November 2026 forecast

  306

  Range

  246 to 366

  Change

  -3.8%

• Numerion Labs

  October 2026

  302

  November 2026 forecast

  317

  Range

  177 to 457

  Change

  +5.0%

Source: DataForSEO.

Cradle is held to its own range from October 2026. Together the ten come to 12,209, inside the market forecast of 13,296 for every tracked site.

Miles explains

Cradle has the biggest expected rise (+60%). Single sites are much harder to call than the whole market, so read these as direction, not promises.

What could knock November 2026 off course:

• A big site winning or losing a page-one position for “ai drug discovery”.
• 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.