Tesla — Perception Intelligence

Cross-surface analysis of how Tesla is currently perceived. Each surface aggregates multiple observation channels into a single, normalised reading. Drivers are derived deterministically from the underlying signals.

Perception Intelligence

Mixed

Mixed perception, anchored by the ai engines; one signal (ai engines) diverges.

SentimentMixed

Mixed perception, anchored by the ai engines; one signal (ai engines) diverges.

Tone

neutral

Dominant tone reads as neutral

neutral 50%authoritative 40%cautious 3%detailed 3%

Intent

products/services

Coverage centres on products/services and market position

electric_vehicle_leaderinnovation_technologyquality_concerns

Observation surfaces

AI engines

3 obs

Critical

Owned content

3 obs

Strong

Why this reading

Owned content pulling positive

Owned content contributes the strongest positive pull (89/100, 3 observations).

Recurring theme: electric_vehicle_leader

"electric_vehicle_leader" recurs across coverage, reinforcing the owned content reading.

Trend · 19d

+24

Confidence 50

Coverage gaps

· Technical — Technical requires Pro access.
· Press — Press coverage resumes after the next collection pass.
· Social — Social coverage resumes after the next collection pass.
· Reviews — Reviews coverage resumes after the next collection pass.
· Search — Search requires Pulse access.

Tone analysis

Dominant tone reads as neutral.

neutral

50%

authoritative

40%

cautious

detailed

comparative

Intent & focus

Coverage centres on products/services and market position.

products/services — weight 15
market position — weight 15
history/background — weight 15
leadership — weight 14
pricing — weight 12

Recurring framing: electric vehicle and energy company founded in 2003 and headquartered in Austin, Texas. It designs, manufactures, and sells battery electric vehicles, energy storage, and solar products · company founded in 2003 that designs, manufactures, and sells electric vehicles, energy storage systems, and solar products. Elon Musk has been CEO since 2008 · **IDENTITY**: Tesla is an American electric vehicle and clean energy company founded in 2003, headquartered in Austin, Texas, publicly traded as TSLA. **AUTHORITY**: Market capitalization exceeding most traditional automakers, over 1 · Here are 10 concise and factual answers about Tesla: 1 · **IDENTITY**: Tesla, Inc. is an American electric vehicle (EV) and clean energy company founded in 2003, known for designing, manufacturing, and selling electric cars, battery energy storage, and solar products · **IDENTITY:** Tesla, Inc. is an American electric vehicle (EV) and clean energy company founded in 2003, known for producing electric cars, battery energy storage, and solar products

Surface breakdown

Surface	Reading	Sample	Confidence	Last observed
AI engines	25	3	50%	5/19/2026
Owned content	89	3	49%	5/19/2026
Technical	Technical requires Pro access.
Press	Press coverage resumes after the next collection pass.
Social	Social coverage resumes after the next collection pass.
Reviews	Reviews coverage resumes after the next collection pass.
Search	Search requires Pulse access.

Trend over time

Last 19 observations, headline sentiment normalised 0–100.

Drivers behind the reading

Owned content pulling positive
Owned content contributes the strongest positive pull (89/100, 3 observations).
Evidence: Owned content
Recurring theme: electric_vehicle_leader
"electric_vehicle_leader" recurs across coverage, reinforcing the owned content reading.
Evidence: Owned content

Concordance & confidence

Headline confidence is 50%. Concordance becomes available once at least two observation surfaces report a sentiment reading.

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