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Top 25 Commercial Vehicles in India by AI Visibility

Top commercial vehicle manufacturers ranked by AI visibility

PingAura Data TeamPublished 19 Jul 2026Last reviewed 19 Jul 2026

How do commercial vehicles brands rank in AI search?

Leaders

Tata Motors (39.3), Mahindra & Mahindra (32.6), and Euler Motors (10.8) — the three most-mentioned commercial vehicles brands by AI tools.

Average Score

Across all 21 tracked brands, the average is 11/100.

Top Performer

Tata Motors scores 39.3/100 — the highest in this industry, cited across the widest range of AI prompts.

Why does AI visibility matter for commercial vehicles in India?

Why it matters

Fleet operators and transport businesses increasingly use AI to research vehicles. When AI recommends 'best truck for logistics' or 'most fuel-efficient bus', the brands cited gain credibility with B2B buyers making bulk purchase decisions.

Key insight

Tata Motors dominates CV queries, but Ashok Leyland and Mahindra compete on specific vehicle types. Content about total cost of ownership and fuel efficiency drives the highest AI mention rates.

What are the complete rankings for commercial vehicles?

All 21 tracked commercial vehicles brands in India ranked by AI Visibility Score.

Badges:#1 Overall LeaderFastest RiserCitation KingPrompt DominatorNew Entrant
RankMovedBrandAI ScoreShareChangeBadges
1No change
Tata Motors
Tata Motorstatamotors.com
39.3
34.7%+29.7%
#1 Overall LeaderCitation KingPrompt Dominator
2No change
Mahindra & Mahindra
Mahindra & Mahindramahindra.com
32.6
23.0%+28.3%
Prompt Dominator
3No change
Euler Motors
Euler Motorseulermotors.com
10.8
5.0%-12.2%
Citation King
4No change
Ashok Leyland
Ashok Leylandashokleyland.com
10.8
17.1%+52.1%
54
Eicher Motors
Eicher Motorseicher.in
4.4
4.5%+300.0%
Fastest Riser
61
Switch Mobility
Switch Mobilityswitchev.com
3.3
7.2%+13.8%
71
Piaggio Vehicles
Piaggio Vehiclespiaggio.co.in
2.6
1.8%+13.0%
81
BharatBenz
BharatBenzbharatbenz.com
2.5
5.4%+25.0%
91
Volvo Eicher
Volvo Eichervolvotrucks.in
1.4
0.5%0%
1011
Omega Seiki Mobility
Omega Seiki Mobilityomegaseikimobility.com
1.2
0.9%0%
Fastest Riser
11No change
F
Force Motorsforcemotors.com
0
0.0%0%
12No change
S
SML Isuzusmlisuzu.com
0
0.0%0%
13No change
0
0.0%0%
146
S
Scania Indiascania.com
0
0.0%-100.0%
151
A
0
0.0%0%
161
M
Mahindra Trucks and Busesmahindratrucksandbuses.com
0
0.0%0%
171
0
0.0%0%
181
T
TVS Motor Companytvsmotor.com
0
0.0%0%
191
J
JBM Autojbmauto.com
0
0.0%0%
201
V
VE Commercial Vehiclesvecv.in
0
0.0%0%
211
O
Olectra Greentecholectra.com
0
0.0%0%
How to read the bars:Leading (80–100% of leader)Strong (55–79%)Emerging (30–54%)Low (below 30%)Bar length and colour are relative to the category leader.

Measured from real AI answers to 25 non-branded, high-intent consumer prompts per category. Scores weight presence, position in the answer, query coverage, and share of voice. Read the full methodology

What do the commercial vehicles rankings tell us?

Who leads and why?

Tata Motors tops the list at 39.3/100. The top 5 brands hold most of the AI mindshare in this sector — a lead that compounds as AI models learn from earlier citations.

  • Mention frequency: How often brands appear across 100+ AI prompts
  • Share of voice: Percentage of total industry mentions each brand receives
  • Citation quality: How often AI tools cite brand sources in responses

Score range and distribution

Top score39.3
Industry average11

Action items to improve commercial vehicles AI visibility

  1. 1Create detailed vehicle specification pages with load capacity, mileage, and maintenance data
  2. 2Publish total cost of ownership calculators and comparison tools
  3. 3Get listed on commercial vehicle portals that AI assistants cite
  4. 4Add service network coverage information — a key factor in B2B decisions
  5. 5Create content about BS6 compliance and electric CV options

Frequently Asked Questions

About AI visibility for commercial vehicles brands

The AI Visibility Score is a 0-100 composite metric that measures how prominently and frequently a brand appears in AI-generated answers. It's calculated from four weighted components: Presence & Mention Quality (20%), Position in the Answer (25%), Query Coverage (25%), and Share of Voice (30%). Scores are measured from real AI answer-engine responses with live web search.

The AI Visibility Index is refreshed every week. Each refresh re-runs the industry's full prompt set against AI answer engines, so brands can see how their AI presence evolves over time.

Each industry is tested with 25 non-branded, high-intent consumer prompts built from trending search topics — questions like 'best bank for a savings account in India'. We analyze which brands the AI actually mentions, recommends, and cites as sources in its answers.

Tata Motors, Ashok Leyland, Mahindra & Mahindra, Eicher Motors, and Bajaj Auto lead the commercial vehicle segment in AI visibility, frequently cited in responses about trucks, buses, and commercial transport solutions.

Load capacity, fuel efficiency, maintenance costs, and service network coverage are key factors. Brands with strong digital presences and extensive dealer networks tend to get cited more frequently by AI assistants.

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