Company X-Ray report
Tesla
tesla.com · Automotive & energy · Austin, TX
Attention is at ceiling and consideration is not – you are still named first, and no longer named alone.
- Generated
- 12 March 2026
- Runtime
- 6m 12s
- Sources read
- 1,842
- Sections
- 17
Company Intelligence Score
This is a demonstration of the LEMANS LABS report format applied to a well-known public subject. It is not a real assessment of Tesla, contains synthetic measurements produced for illustration, and is not affiliated with or endorsed by Tesla. Your own report analyses your own public record.
Executive summary
Ask an assistant which electric car to buy and you are named first, then named alongside three rivals in the same breath. That is the report in one sentence: the attention is intact, the exclusivity is gone. Recall of 94% is doing the work a nine-figure media budget does for everyone else in the sector, and it is attached to a company rather than to a reason.
The gap is inventory, not authority. Across 40 category queries with your brand name removed you hold nine top-three positions and publishers hold most of the rest, which means the comparison a buyer reads was written by someone with no stake in the outcome. Your own site closes an order in two clicks and carries three pages that argue why this car rather than another one. What is missing is the pages, not the standing to rank them.
Two assets are underused and one is under strain. The charging network is the highest-sentiment thing owners say about you and it appears almost nowhere in acquisition content, while the energy business gets 24 of 1,180 pages and home-battery demand is answered by installers and competitors. At the same time 640 of 1,120 negative owner reviews are about service logistics rather than the product – an operations problem being quoted, summarised and priced as a brand one.
Company overview
Tesla is two businesses wearing one brand: vehicles, which the public understands in detail, and energy storage, which it barely knows exists. The vehicle story is told everywhere and by everyone. The energy story is told almost nowhere, including on your own site, and that asymmetry is the largest piece of unclaimed ground in this report.
Business profile
Three engines sit under one roof: vehicles sold direct with no dealer in between, storage sold to homeowners and utilities, and a charging network other manufacturers now plug into. The public record covers the first in exhaustive detail and the other two barely at all. Direct sales is the structural advantage none of your rivals can copy quickly.
- Vehicles sold direct
- There is no dealer layer. A buyer configures, orders and pays without a salesperson, so you hold the customer record from first click to delivery. Rivals selling through franchised dealers cannot rebuild that path without a fight with their own network.
- Energy storage
- Powerwall for houses, Megapack for the grid. Two different buyers, two different sales cycles, and between them the part of the business the public record describes least and the part with the clearest unanswered search demand.
- Charging as infrastructure
- The Supercharger network moved from a Tesla feature to a connector other manufacturers adopt. That turns a cost centre into a trust asset, and it puts drivers of other people’s cars inside your product every week.
- Software that ships after purchase
- Vehicles change after delivery through over-the-air updates, which is the most unusual thing about owning one. Almost none of the public explanation of that lives on your pages – it lives on forums and video channels you do not run.
Market position
You defined the category and the category outgrew the definition. Buyers now shop electric vehicles rather than shop Tesla, and the comparison happens on publisher pages and inside assistant answers rather than on tesla.com. The position is still strong; the ground under it is narrower than it was two years ago.
Competitor landscape
On brand you are not in the comparison – you are the reference point it is drawn against. On the queries that come before a badge is chosen, four of the five rivals we tracked outrank you. Ford and Hyundai win those pages with volume, not with better cars.
| Company | Lineup breadth | Non-brand visibility | Service sentiment | Story they tell |
|---|---|---|---|---|
| BYD | Very broad | 41 | Limited sample | Range per dollar |
| Hyundai / Kia | Broad | 56 | Positive | Warranty and dealer convenience |
| Tesla | Focused, six nameplates | 34 | Mixed | The car is the software |
| Rivian | Narrow | 38 | Positive | Adventure and build quality |
| Ford | Narrow in EV | 62 | Mixed | Trucks people already trust |
| Volkswagen | Mid | 58 | Mixed | A familiar car, electric underneath |
Ford and Hyundai outrank you on the pages that come first
Both publish range explainers, incentive guides and buyer FAQs at volume. Neither has your authority and both have more pages aimed at someone who has not chosen a badge yet. Visibility on those queries is an inventory problem, and inventory problems close in a quarter.
Evidence · Search · top-100 results for 40 category queries, US and EU, March 2026
Rivals now argue the case you invented
Range per dollar and software-defined ownership appear in the marketing of four of the five companies in this table. When your argument becomes the category’s argument, you need a second one. Charging access and the energy pairing are the two nobody else can claim.
Evidence · Competitor crawl · 1,400 pages across five manufacturer domains
Brand analysis
Recall is the strongest number in this report and it is doing work no advertising budget could buy. The problem is what the recall attaches to: people remember the company, not a reason to pick it over an Ioniq 5. Recall without a stated reason converts worse every year the category adds a name.
The brand is a category noun
In 71% of posts about buying an electric car your name appears, whether or not the writer is considering you. That is the position every marketing team in the sector is spending to reach. It also means you absorb the category’s complaints as efficiently as its enthusiasm.
Evidence · Social listening · 61,000 posts on electric vehicles, Dec 2025 – Feb 2026
Unpaid coverage does the work and sets the agenda
Of 780 articles in our news index, 612 carry no company source. Coverage that heavy means the story gets told constantly and told by other people. You are not short of attention. You are short of authorship.
Evidence · News index · 780 articles mentioning the company, rolling 12 months
The reason to buy is never stated
Across the entire site we found three pages that argue why this car rather than another one. The configurator assumes the decision is already made. For a first-time buyer holding four badges in their head, that is exactly the page that does not exist.
Evidence · Site crawl · 1,180 pages, 3 arguing a comparative choice
Website analysis
The site is built to close a decision, not to help anyone make one. Every path funnels into the configurator within two clicks, which is excellent for a returning buyer and useless for the person who typed “is an EV worth it” an hour earlier. Energy products sit behind a nav item most visitors never open.
Two clicks to configure, no clicks to compare
From any landing page the order flow is at most two clicks away. A comparison against another manufacturer is not reachable at all. The site treats the buying decision as finished before the visitor arrives, and most visitors arrive mid-decision.
Evidence · Site crawl · click depth measured from every top-level entry point, 1,180 pages
Energy is a footer business
Twenty-four pages carry the entire storage line. Megapack, which sells to utilities, has fewer pages than a single vehicle trim. A homeowner searching for backup power meets an installer’s page and a competitor’s page before yours.
Evidence · Site crawl · 24 of 1,180 pages describe Powerwall, Megapack or solar
The ownership-cost story is absent
Cost per mile is the argument that moves a hesitant buyer, and right now publishers make it on your behalf using their own tariffs and their own mileage. You have better inputs than any of them. Publish the calculator and you set the assumptions the whole category quotes.
Evidence · Site crawl · no page compares charging cost against fuel over a stated period
SEO analysis
You rank for your own name and very little else. Across 40 category queries with the brand removed you hold nine top-three positions and publishers hold 24 of the remaining 31. Authority is not the constraint here – you have more of it than anyone in the table – the pages those queries want simply do not exist on your domain.
Publishers own the question you are best placed to answer
For “how much does it cost to charge an electric car” the first five results are magazines and utilities. You built the charging network and you do not hold the page explaining what it costs to use. That is the cleanest win available on this domain.
Evidence · Search · top-100 results for 12 running-cost queries, March 2026
Locale duplication is spending your authority on yourself
Thirty-eight country sites repeat the same templates with local pricing. Where description and hreflang hygiene slips, near-identical pages compete against each other for the same query. This is a sprint of cleanup, not a strategy.
Evidence · Site crawl · 38 country variants, 214 pages without a meta description
Digital presence
Reach is enormous and almost entirely other people’s. Owner videos, teardown channels and forums produce more explanation of the product than the company does, which builds credibility and costs control. Your own channels behave like a press office rather than a publisher.
Customer perception
People love the product and complain about the appointment. Owner reviews split cleanly: driving and software score at the top of our sample, while service scheduling, parts wait and body repair dominate the negative text and drag the average down. A fixable operations story is being read as a brand story.
The product scores, the service drags
Of 1,120 reviews we classified as negative, 640 are about getting the car serviced rather than about the car. Those are the reviews publishers quote and assistants summarise. Service throughput has quietly become a marketing input.
Evidence · Owner reviews · 4,310 reviews across three platforms, Jan 2025 – Feb 2026
Charging is the loyalty argument
Where the network comes up, sentiment is the highest in the entire sample. Owners describe it as the reason they would buy again rather than switch. No company in our comparison table has an equivalent line running through its reviews.
Evidence · Owner reviews · charging mentioned in 1,890 of 4,310 reviews
The complaint sits there unanswered
Six percent of reviews carry any response from the company. On the platforms a buyer checks before a first order, an unanswered complaint is the last thing on the page. A reply costs nothing and is read by the hundred people who never write one.
Evidence · Owner reviews · 6% of 4,310 reviews carry a company response
Trust signals
Trust here is unusual: it rests on infrastructure and on other owners, not on anything the marketing team publishes. The charging network and a decade of public teardown culture do more for credibility than any page you control. The exposure is that the same structure carries criticism just as efficiently.
- The charging network
- Owning the plug is the most durable trust asset in this report. Other manufacturers adopting the connector converts a proprietary advantage into an industry position, and every non-owner who uses it becomes a warm lead you are not currently talking to.
- Warranty and battery terms
- Stated publicly, with numbers, in plain language. This is the clearest trust content on the site, and it sits three levels deep where a first-time buyer will not find it. Move it up.
- Owner-to-owner proof
- Forums, teardown channels and long-term ownership videos supply the evidence the company does not publish. It is credible precisely because it is not yours. It is also entirely unmanaged, which cuts both ways.
- Missing third-party validation
- We found no page assembling independent safety, reliability and efficiency findings in one place. Several competitors publish exactly that page. The information already exists in public – the page collecting it does not.
Technology stack
The web stack is in-house to an unusual degree, which buys speed and costs you the tooling everyone else uses to learn about visitors. We detected no commercial content system and a thin measurement layer across 1,180 pages. One account opens the site, the app and the car, which is an advantage almost nobody in this sector has.
A lean stack is a choice, an unmeasured funnel is an accident
Four marketing tags across the whole estate keeps the site fast and keeps the team blind to what visitors ask before they configure. You can see orders and almost nothing that precedes them. Every recommendation in this report is untestable until that changes.
Evidence · Site crawl · asset and header fingerprints on 1,180 pages
One identity across car, app and site
A customer’s account follows them from configurator to vehicle to energy product without a handoff. Every rival selling through dealers has to reconstruct that link from purchased data. Use it for lifecycle content, not only for order status.
Evidence · Site crawl · sign-in flows on tesla.com, shop.tesla.com and the mobile app
AI visibility
Every assistant we probed names you first and none of them names you alone. Ask a neutral question about buying an electric car and the answer arrives as a shortlist – you, then BYD, Hyundai and Rivian – with the distinctions drawn from publisher pages rather than yours. First mention is safe; the framing is not.
You are the anchor, not the answer
Across 120 responses you were named every time and named alone five times. Two assistants opened with a comparison instead of a recommendation. The default answer has become a list, and lists are shaped by whoever wrote the comparison page.
Evidence · Assistant probes · 4 assistants × 30 neutral category prompts, March 2026
Energy is close to invisible to assistants
Ask about home backup power and you appear in fewer than half the answers. Ask about grid-scale storage and you drop below suppliers most car buyers have never heard of. The pages that would fix that have not been written.
Evidence · Assistant probes · home-battery and grid-storage prompts across 4 assistants
Names the company first when asked which electric car to buy, then lists Hyundai, BYD and Rivian as alternatives inside the same paragraph.
Treats the company as the category’s reference point, then reframes the question around charging access versus dealer service before recommending anything.
Leads with a comparison built from publisher reviews, where the company appears as one row of five rather than as the answer.
Cites magazine and utility pages rather than tesla.com for range, price and charging cost, so the company is described in someone else’s words.
Growth opportunities
Upside that is reachable with the business you already have – ordered by how much of it is within your own control.
Publish the ownership-cost page the internet is writing for you
Twelve running-cost queries draw steady volume and none of the first-page results are yours. You own the charging network and the numbers behind it. One page, published with your assumptions, replaces a dozen articles built on someone else’s tariffs.
Evidence · Search · top-100 results for 12 running-cost queries, no tesla.com result on page one
Give the energy business its own front door
Powerwall and Megapack sell to two completely different buyers and share 24 pages between them. Home-battery demand is currently answered by installers and competitors. A dedicated section with cost content and comparisons is the cheapest new revenue path in this report.
Evidence · Site crawl · 24 of 1,180 pages; search · 14 home-battery and grid-storage queries
Turn the charging network into a non-owner entry point
Drivers of other manufacturers’ cars now use your plugs. Each one has a live opinion about charging and no relationship with your brand. A map, a rate explainer and an account are enough to start one.
Evidence · Owner reviews · charging mentioned in 1,890 of 4,310 reviews, highest sentiment in the sample
Make the service fix visible
A 6% response rate means the criticism sits unanswered exactly where buyers read it. Publishing wait times, replying in public and showing the trend line turns the loudest complaint into evidence that you listen. The operations work is already happening; the reporting of it is not.
Evidence · Owner reviews · 6% carry a company response, 640 negative reviews about service logistics
Risks
Structural exposure visible in the public record. None of these are predictions; each one is something already observable.
The shortlist has replaced the recommendation
You appear in every assistant answer and alone in five of 120. Those lists are assembled from comparison pages, and you publish almost none of them. Each new entrant to the category shrinks your share of the list by construction.
Evidence · Assistant probes · 4 assistants × 30 neutral prompts, 120 responses
Service sentiment is being read as brand sentiment
The negative text is overwhelmingly about scheduling, parts wait and body repair, not about the car. Publishers and assistants quote it without that distinction. An operations backlog is being priced as a product opinion.
Evidence · Owner reviews · 1,120 negative reviews classified, 640 about service
Publishers set the assumptions in every comparison
Range, charging cost and total cost of ownership are calculated on magazine pages using magazine inputs. You hold better data and no page carrying it. Whoever publishes the calculator decides who wins the comparison.
Evidence · Search · top-100 results for 40 category queries, 9 top-three positions held
Your hardest-to-copy asset is becoming a standard
Other manufacturers adopting your connector turns exclusive access into shared infrastructure. That is good for the category and it quietly removes a reason to choose you. The advantage has to move from the plug to what happens around it.
Evidence · News index · 780 articles, connector adoption tracked across five manufacturers
Strategic recommendations
What we would do, in order, if this were our own position to defend.
Build the twelve comparison pages that do not exist
One page for each head-to-head query where you are already named: your car against the Ioniq 5, the Mach-E, the R1S, the ID.4. State the trade-offs honestly, including the ones you lose. Buyers trust the source that admits something.
Evidence · Site crawl · 3 of 1,180 pages argue a comparative choice
Move energy out of the footer
Give Powerwall and Megapack a top-level path, a cost model and installer content. Two buyers, two funnels, one brand carrying both. Treat storage as a business with a website rather than a product with a page.
Evidence · Site crawl · 24 of 1,180 pages describe storage products
Publish a charging-cost calculator with your own numbers
Region, tariff, mileage, answer. It settles the question a hesitant buyer actually asks and it earns the links currently going to magazines. Two sprints of work with a permanent return.
Evidence · Search · 12 running-cost queries, no first-page result on your domain
Answer negative service reviews within 72 hours
Assign the queue, publish the policy, report the reply rate weekly. The reply is written for one person and read by hundreds. Nothing else here shifts sentiment as fast for as little money.
Evidence · Owner reviews · 6% response rate across three platforms
Instrument the journey before the configurator
You measure the order and not the decision that precedes it. Add event tracking to research paths, then let the gaps in that data choose which pages get written next. Until then every recommendation in this report is an argument rather than a test.
Evidence · Site crawl · 4 marketing tags detected across 1,180 pages
90-day action plan
Three windows. The first pays for the report, the second compounds it, the third only works once the first two are done.
Ship the charging-cost calculator
Region, tariff and mileage in, cost per mile out, with your assumptions stated on the page. One engineer and one writer.
Open the service review queue
Assign owners on all three platforms and reply to every negative review from the last 90 days. Publish the reply-rate target internally.
Write twelve comparison pages
One per head-to-head query where you already appear. Honest trade-offs, no marketing adjectives, linked from the model pages.
Give energy a top-level path
Split home and grid into separate journeys with their own cost content, installer routes and comparison pages.
Instrument the pre-order funnel
Event tracking on research paths, a weekly report on the questions visitors ask before configuring, and a backlog fed by it.
Clean the locale duplication
Fix hreflang, write the 214 missing descriptions and consolidate near-identical templates competing for the same query.
Intelligence Score
Attention is at ceiling and consideration is not – you are still named first, and no longer named alone.
Company Intelligence Score
79/100
The headline score is the plain mean of the six dimensions below. No weighting, no curve.
Named unprompted in 94% of our category-association prompts and present in 71% of 61,000 social posts about buying an electric car.
Domain authority sits near the sector ceiling, but nine top-three positions across 40 non-brand category queries is a fraction of what that authority could hold.
Named in all 120 assistant responses we sampled, named alone in five of them, with a tesla.com page cited in 27%.
The charging network and owner-to-owner proof score at the top of our sample; 640 of 1,120 negative reviews about service logistics and a 6% response rate pull the number down.
Still the reference point every rival is measured against, with five credible names now appearing inside the same answer.
Energy storage carries real search demand and 24 pages of coverage – the widest gap between opportunity and effort in this report.
Keep reading
Three more, same rubric.
The rubric only means something across subjects. Read a second one and the shape of the first starts to explain itself.
Founder Intelligence
Alexandra Reyes
Real credentials, no owned surface, invisible to assistants.
Illustrative demonstration, not a real assessment.
Financial infrastructure
Stripe
Developer trust at ceiling, buyer-side story unfinished.
Illustrative demonstration, not a real assessment.
Artificial intelligence
OpenAI
Maximum awareness, contested positioning.
Illustrative demonstration, not a real assessment.
Now run it on your own company.
Same format, same rubric, more sections than this one – applied to your own public record. About six minutes from here.
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