SECTOR INTELLIGENCE

Models, API, MCP, and Infrastructure

Models, API, MCP, and Infrastructure tracks 248 AI products (241 domains with monthly data), reaching 495.85M monthly visits (+1.2% MoM) with 85.3% CR3 concentration (highly concentrated).

MONTHLY EDITION
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01 / Models, API, MCP, and Infrastructure Market Pulse

MONTHLY ESTIMATE
Sector monthly visits
495.85M
+1.2% MoM
Tracked products
248
241 domains with monthly data
Concentration · CR385.3%Highly concentrated

Top 3 share of tracked-domain trafficCR5 88.7%

02 / Models, API, MCP, and Infrastructure Category Leader

DeepSeek

deepseek.com

357.4M+1% MoM

Share of tracked traffic: 72.1%

03 / Models, API, MCP, and Infrastructure Top Challenger

Token Harbor

tokenharbor.ai

567.13K+256.4% MoM

Growth leader with ≥100K visits and a ≥1K baseline

Estimated worldwide Web visits of tracked domains · Broader platforms use whole-site visits · Not feature market share

Methodology

Scope: published products in this sector and its children. The directory sector shares the submission collection. Domains are deduplicated; parent and child totals are not additive.

Size and concentration use all valid current-month domains. MoM uses domains with valid data in both months and a positive baseline. Missing values remain unknown, never zero.

CR3 above 60% is highly concentrated; 30–60% is moderate; below 30% is distributed. This is not a monopoly or investment assessment. New entrants are domains registered in the three months ending with the observation month, not verified product launches.

Comparison: 2026-08 → 2026-09 · Comparable domains 204 · Snapshot 2026-11-03

Models, API, MCP, and Infrastructure Competitive Traffic & Channel Matrix

248 / 248 products

Filter products

Filters affect the table only; rank and shares use the full sector. Leaders: top 10% by size. Movers: ≥20% MoM. New entrants: domains registered in the last 3 months.

Scroll horizontally for every metric. Select a product to open its brief; use the icons for details, sharing, watching or its website.

#Product / domainVisit shareVisits / 6MMoM growthPrimary channelAI referralsDRActions
260.2%
827.55Kopenwebui.com · 6-month visits: 2026-04 1,046,460; 2026-05 1,083,751; 2026-06 965,064; 2026-07 861,161; 2026-08 927,029; 2026-09 827,545
-10.7%-99.48KStarterStarterStarter
270.2%
802.37Kcerebras.ai · 6-month visits: 2026-04 646,263; 2026-05 817,253; 2026-06 789,519; 2026-07 1,015,772; 2026-08 996,855; 2026-09 802,374
-19.5%-194.48KStarterStarterStarter
280.1%
734.68Kredis.io · 6-month visits: 2026-04 —; 2026-05 1,029,920; 2026-06 899,565; 2026-07 827,501; 2026-08 789,909; 2026-09 734,682
-7%-55.23KStarterStarterStarter
290.1%
655.42Kdeepgram.com · 6-month visits: 2026-04 785,777; 2026-05 740,353; 2026-06 779,375; 2026-07 706,899; 2026-08 741,148; 2026-09 655,418
-11.6%-85.73KStarterStarterStarter
300.1%
567.13Ktokenharbor.ai · 6-month visits: 2026-04 0; 2026-05 0; 2026-06 0; 2026-07 891; 2026-08 159,115; 2026-09 567,127
+256.4%+408.01KStarterStarterStarter
310.1%
545.47Ktensorflow.org · 6-month visits: 2026-04 735,107; 2026-05 688,625; 2026-06 675,984; 2026-07 603,245; 2026-08 558,842; 2026-09 545,470
-2.4%-13.37KStarterStarterStarter
320.1%
534.48Klitellm.ai · 6-month visits: 2026-04 —; 2026-05 703,130; 2026-06 638,511; 2026-07 634,931; 2026-08 595,276; 2026-09 534,484
-10.2%-60.79KStarterStarterStarter
33<0.1%
471.36Kneo4j.com · 6-month visits: 2026-04 —; 2026-05 662,942; 2026-06 571,221; 2026-07 547,431; 2026-08 502,935; 2026-09 471,363
-6.3%-31.57KStarterStarterStarter
34<0.1%
443.04Kbaseten.co · 6-month visits: 2026-04 247,624; 2026-05 265,559; 2026-06 292,887; 2026-07 355,392; 2026-08 379,161; 2026-09 443,043
+16.8%+63.88KStarterStarterStarter
35<0.1%
437.16Kthehive.ai · 6-month visits: 2026-04 231,340; 2026-05 207,393; 2026-06 198,360; 2026-07 215,074; 2026-08 279,649; 2026-09 437,157
+56.3%+157.51KStarterStarterStarter
36<0.1%
415.61Kpinecone.io · 6-month visits: 2026-04 602,315; 2026-05 648,024; 2026-06 579,874; 2026-07 503,714; 2026-08 434,911; 2026-09 415,611
-4.4%-19.3KStarterStarterStarter
37<0.1%
402.71Kcometapi.com · 6-month visits: 2026-04 —; 2026-05 362,685; 2026-06 309,542; 2026-07 275,170; 2026-08 302,346; 2026-09 402,710
+33.2%+100.36KStarterStarterStarter
38<0.1%
391.94Kai-sdk.dev · 6-month visits: 2026-04 —; 2026-05 593,284; 2026-06 555,678; 2026-07 532,070; 2026-08 465,753; 2026-09 391,936
-15.8%-73.82KStarterStarterStarter
39<0.1%
380.9Kzenmux.ai · 6-month visits: 2026-04 524,589; 2026-05 435,475; 2026-06 709,115; 2026-07 1,471,749; 2026-08 678,383; 2026-09 380,902
-43.9%-297.48KStarterStarterStarter
40<0.1%
363.05Kmuapi.ai · 6-month visits: 2026-04 260,482; 2026-05 411,438; 2026-06 358,088; 2026-07 403,638; 2026-08 318,311; 2026-09 363,045
+14.1%+44.73KStarterStarterStarter
41<0.1%
360.3Kapimart.ai · 6-month visits: 2026-04 —; 2026-05 327,648; 2026-06 280,894; 2026-07 265,285; 2026-08 326,873; 2026-09 360,299
+10.2%+33.43KStarterStarterStarter
42<0.1%
332.9Krequesty.ai · 6-month visits: 2026-04 89,165; 2026-05 171,606; 2026-06 225,415; 2026-07 264,758; 2026-08 352,594; 2026-09 332,901
-5.6%-19.69KStarterStarterStarter
43<0.1%
317.6Kprogress.com · 6-month visits: 2026-04 408,788; 2026-05 426,430; 2026-06 412,869; 2026-07 395,225; 2026-08 333,692; 2026-09 317,600
-4.8%-16.09KStarterStarterStarter
44<0.1%
312.44Klambda.ai · 6-month visits: 2026-04 —; 2026-05 380,249; 2026-06 354,508; 2026-07 358,386; 2026-08 361,720; 2026-09 312,438
-13.6%-49.28KStarterStarterStarter
45<0.1%
310.64Klightning.ai · 6-month visits: 2026-04 454,824; 2026-05 466,908; 2026-06 476,160; 2026-07 412,321; 2026-08 370,724; 2026-09 310,636
-16.2%-60.09KStarterStarterStarter
46<0.1%
307.85Kmerge.dev · 6-month visits: 2026-04 315,573; 2026-05 317,388; 2026-06 332,842; 2026-07 337,571; 2026-08 333,198; 2026-09 307,846
-7.6%-25.35KStarterStarterStarter
47<0.1%
302.92Knovita.ai · 6-month visits: 2026-04 320,979; 2026-05 318,553; 2026-06 315,608; 2026-07 310,950; 2026-08 315,747; 2026-09 302,915
-4.1%-12.83KStarterStarterStarter
48<0.1%
291.62Kaimlapi.com · 6-month visits: 2026-04 220,566; 2026-05 222,962; 2026-06 249,771; 2026-07 248,678; 2026-08 278,383; 2026-09 291,617
+4.8%+13.23KStarterStarterStarter
49<0.1%
265.52Kcloudera.com · 6-month visits: 2026-04 —; 2026-05 352,241; 2026-06 307,261; 2026-07 352,215; 2026-08 321,483; 2026-09 265,517
-17.4%-55.97KStarterStarterStarter
50<0.1%
252.96Katlan.com · 6-month visits: 2026-04 219,285; 2026-05 238,886; 2026-06 221,988; 2026-07 198,229; 2026-08 240,535; 2026-09 252,957
+5.2%+12.42KStarterStarterStarter
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