Stock comp is a cost
Rivian expensed $0.74 billion of stock-based compensation in 2025. Adjusted EBITDA adds it back; I do not, because it is paid in dilution. It lowers my value by several dollars a share against models that add it back.
The base case is in the price. The bull case is a cheap option, but it has to be paid for in dilution.
US units, Cox Automotive estimates. Market share
Consensus sits at roughly $19, with 22–28 analysts split between Hold and Buy and targets from $10 to $25. My $14 is below that for three reasons, each a deliberate choice rather than a difference in optimism.
Rivian expensed $0.74 billion of stock-based compensation in 2025. Adjusted EBITDA adds it back; I do not, because it is paid in dilution. It lowers my value by several dollars a share against models that add it back.
The market reads the swing to positive gross profit as an automotive turnaround. It is mostly VW engineering fees and credits. The $164 million of H1 credits will not recur in H2, so gross profit should dip before R2 scale arrives.
Shares outstanding rose from 1,013 million (2024 average) to about 1,448 million after July. My base case needs roughly $15 billion before self-funding. Each further raise near today’s price spreads the bull case across more shares.
Rivian builds the R1T pickup and R1S SUV (roughly $70,000–$100,000), commercial delivery vans for Amazon and others, and the smaller R2 SUV, built since April 2026 and delivered since June (launch trim $57,990, with a $44,990 version due in summer 2027). Everything is built in Normal, Illinois, which has capacity for about 215,000 vehicles a year after the R2 line. A second plant in Georgia, financed by a $4.5 billion Department of Energy loan, is under construction for up to 300,000 units, with production targeted for late 2028.
Software & services has become the second engine. It includes the 50/50 technology joint venture with Volkswagen (up to $5.8 billion in total commitments), vehicle service and repair, used vehicles, and the Autonomy+ driver-assistance package ($2,500 or $49.99 a month). In March 2026 Uber agreed to invest $300 million, and up to $1.25 billion on milestones, toward a fleet of autonomous R2 robotaxis starting in 2028.
Reported results, USD billions (deliveries in thousands)
| Line item | FY2024 | FY2025 | Q2 2025 | Q1 2026 | Q2 2026 |
|---|---|---|---|---|---|
| Deliveries | 51.6 | 42.2 | 10.7 | 10.4 | 12.2 |
| Automotive revenue | 4.49 | 3.83 | 0.93 | 0.91 | 1.14 |
| Software & services revenue | 0.48 | 1.56 | 0.38 | 0.47 | 0.52 |
| Total revenue | 4.97 | 5.39 | 1.30 | 1.38 | 1.66 |
| Gross profit | (1.20) | 0.14 | (0.21) | 0.12 | 0.18 |
| Gross margin | (24.1%) | 2.7% | (15.8%) | 8.6% | 10.8% |
| Loss from operations | (4.69) | (3.59) | (1.11) | (0.88) | (0.84) |
| Free cash flow | n/a | (2.49) | (0.40) | (1.08) | (0.85) |
Sources: Rivian 8-K earnings releases for Q4/FY2025 (Feb 12, 2026), Q1 2026 (Apr 30, 2026) and Q2 2026 (Jul 30, 2026). FY2025 free cash flow is operating cash flow of ($0.779B) less capex of $1.710B.
Every Rivian sold so far has come from one plant in Normal, Illinois. Software and electronics engineering is spread across California, Canada and Europe, much of it now inside the Volkswagen joint venture. A second plant in Georgia is the company’s volume option, and the main use of its government loan.
North America
Worldwide
The outlined box is the North America map. Europe holds two software engineering sites.
Plant, operating · owned
Source: FY2025 10-K, Items 1 and 2
Plant, under construction · leased land
Sources: FY2025 10-K; Rivian, Apr 30, 2026
Headquarters
Source: FY2025 10-K cover page; Rivian careers
Software, autonomy and the joint venture
Sources: FY2025 10-K; Rivian careers
Engineering
Source: Rivian careers
Software engineering
Sources: FY2025 10-K; Rivian careers
Key supplier · LG Energy Solution
Source: LG Energy Solution and Rivian, Nov 2024
Software engineering
Sources: FY2025 10-K; Rivian careers
Joint venture engineering
Source: press reports; not in the 10-K
Rivian also owns or leases service centers, delivery hubs and Rivian Adventure Network charging sites across North America; the 10-K does not list them individually. Map data: Natural Earth (public domain).
Rivian designs its own electric motors, gearboxes, inverters, battery packs, vehicle electronics and chassis systems. The packs and drive units are assembled in the Normal plant itself. Cells and most other parts come from outside suppliers, many of them single-source.
Inputs to general assembly (step 3)
Supplier park next door; LG cells for R2
New pack assembly building
Rivian-designed motors, gearboxes, inverters
Robots join panels and structures into the body shell
Pretreatment and e-coat protect the shell, then color
Pack, drive units, interior, glass and electronics are fitted
Receives the three inputs aboveTesting, software load and quality checks before delivery
Sources: FY2025 10-K (in-house components, supplier park); Rivian, “Building for R2” (March 2025): the R2 expansion added a 1.1 million square foot body shop, general assembly and end-of-line building, a battery pack building and a pretreatment and e-coat paint building.
R2 is the whole thesis: a $45,000–$58,000 vehicle with roughly half the bill of materials of an R1, built on a new line. Management expects R2 to reach positive gross profit at its 2026 exit rate and the automotive segment to be gross-profit positive by year-end. Q3 will be the weak quarter, with launch costs hitting before volume helps.
The $7,500 federal EV credit ended on September 30, 2025, and US EV sales in Q3 2026 were 39.5% below a year earlier. R2 has to win on price and product alone against a Tesla Model Y that keeps getting cheaper. Record Q3 deliveries are encouraging, but early volumes are reservation backlog, not repeat demand.
Q2 software & services revenue was $515 million at a 42% margin. $308 million came from the VW joint venture. Those fees are tied to engineering milestones, with a final $460 million tranche in 2027. The long-term question is whether VW pays per-vehicle licensing after that, and whether Autonomy+ take rates become meaningful.
Pro forma for July’s raise, Rivian had $6.6 billion of cash and $4.4 billion of debt, plus the $1 billion VW-JV loan in October. The DOE loan funds Georgia from early 2027. My base case still needs roughly $15 billion of cumulative funding before free cash flow turns positive in 2032. The gap points to more equity or debt.
The model is driver-based: deliveries times average selling price for automotive, a separate software & services line, operating expenses in dollars, then unlevered free cash flow through 2035. Stock-based compensation stays in expenses. Accumulated losses shelter cash taxes through 2035; a 21% tax applies in the terminal year.
Base case, USD billions
A common defense of Rivian is that it loses money because it is building plants and new products, not because the business is broken. The 2025 accounts let me test that claim. The answer decides which valuation method fits, so I settled it before choosing one.
Spending on future capacity and products Running today’s business Inflow Result
| 2025 item | USD billions | Builds the future? | In the net loss? | Uses cash? |
|---|
My reading: partly investing, partly losing. About two-thirds of the cash burn is plant and tooling, and much of the research budget is for products not yet on sale. That part is investing. But the cars themselves still lose money before any of that spending, because Normal runs at about a fifth of capacity. The investment case only works if filling the plant turns automotive gross profit positive. That one variable is what the valuation has to test.
Sources: Rivian Q4 and FY2025 earnings release (8-K Ex. 99.1, Feb 12, 2026): income statement, cash flow statement, and quarterly stock compensation and depreciation by line, summed by me. “Cash” R&D and SG&A exclude stock compensation and depreciation. Back-office systems, such as the SAP S/4HANA software Rivian uses for finance and procurement (AWS case study), sit inside SG&A. Rivian does not disclose them separately, and they are not a material driver of the loss.
Rivian has no earnings: in my base case EBITDA stays negative through 2029 and operating profit through 2030. A price-to-earnings or EV-to-EBITDA multiple would divide by a negative number. What the stock is worth depends on how fast the losses close and how much money it takes to get there. That calls for a cash-flow model built from the operating drivers, run under several scenarios. The previous section explains why: Rivian is partly investing and partly losing money, and only a cash-flow model can tell the two apart.
Deliveries × price, software & services revenue, gross margins and operating costs, year by year.
Why: the thesis is unit economics. Volume and margin are what each quarterly report updates.
Operating profit plus depreciation, less capital spending and working capital. Stock compensation stays a cost.
Why: Rivian’s risk is running out of cash, not accounting profit. Ten years reaches a mature margin.
Cost of equity 12.6% from a measured beta of 1.48. WACC of 11.1%, plus 0.4 points for execution risk, gives 11.5%.
Why: the risk charge comes from how the stock actually trades, not from a guess.
Ten times 2035 EBITDA, valued at the end of 2035 and cross-checked against 3% perpetual growth.
Why: Rivian is still growing in 2035, so a steady-state formula understates it. I publish the cross-check anyway.
Bear 30%, base 50%, bull 20%, each a full model with its own story.
Why: the outcomes are lopsided, from survival to platform. One point estimate would hide that.
Outperform if the expected return beats the cost of equity by 10 points or more; Underperform if it trails by 10.
Why: the call follows the numbers, and anyone can check it.
| Method | How I used it | Reason |
|---|---|---|
| Driver-based DCF, exit multiple, three scenarios | Primary | Ties value to the variables that move the stock and that each quarter’s report updates. |
| DCF with perpetual growth | Cross-check | Gives $4.71 for the base case: a steady-state formula applied while revenue still grows about 6% a year. |
| EV / sales against peers | Cross-check | Ignores margins and funding. Peers range from 0.8x to 14.1x, so the answer depends on which peer you pick. |
| Reverse DCF | Cross-check | Solves for what today’s price assumes: 1.3 points more automotive margin than my base case. |
| P/E or EV / EBITDA | Not usable | EBITDA is negative through 2029 and operating profit through 2030 in my base case. |
| Sum of the parts | Not used | Rivian reports segment gross profit but not segment operating costs or capital, so the parts cannot be valued on cash flow. |
| Monte Carlo simulation | Not used | It needs probability distributions for inputs nobody can observe. Three explicit stories are easier to check and to argue with. |
I discount unlevered free cash flow for the second half of 2026 and for 2027–2035 at an 11.5% WACC, using mid-year discounting, and capitalize 2035 EBITDA at 10x as a value at the end of 2035. The cost of equity is 12.6%: a 5.2% risk-free rate plus a beta of 1.48, measured from two years of daily returns against IVV, times a 5.0% equity risk premium. With a 78% equity weight and 6.0% debt cost, WACC computes to 11.1%; I add 0.4 points for execution risk. A 10x exit multiple sits above mature automakers and far below Tesla. As a check, 10x implies 6.7% perpetual growth, which is aggressive, and the same base case on a 3% perpetuity is worth only $4.71. That gap is the honest measure of how much of Rivian’s value depends on long-duration growth.
| Company | EV / sales | Basis |
|---|---|---|
| Tesla | 14.1x | LTM, Oct 2026 |
| Lucid | 2.8x | NTM |
| Traditional automakers, median | 0.8x | NTM |
| Rivian at $12.95 | 2.2x | 2026E |
Sources: multiples.vc (Tesla, Oct 2026); TIKR (Lucid and automaker median, 2026). Multiples are context, not inputs.
Holding every other base assumption fixed, the automotive gross margin path that justifies $12.95 is 1.3 points above mine, reaching about 20.3% by 2035. That is above where Tesla has run recently, achieved at less than a tenth of its volume. The market is not ignoring the risks; it is paying for a base case that goes right.
Each slider applies to all three scenarios. The scenario values and the probability-weighted fair value update instantly; the published rating does not change.
Rivian is still run by its founder, its factory is now run by an automaker veteran, and about a third of its shares sat with strategic partners at the April 2026 record date. The finance chief who built its funding plan leaves the day after the Q3 results.
Founder (2009), Chief Executive Officer and Chairman
What it means: his option pays nothing unless the stock roughly triples, above even my bull-case value today, so he is aligned with the outcome bulls want. If fully earned, the option adds about 2.5% to the share count.
Chief Operating Officer, since 2024
What it means: the variable that decides the stock, automotive gross margin, sits with a seasoned operator from an established automaker. That is a better setup than Rivian had in its first ramp.
Chief Financial Officer, January 2021 to October 30, 2026
What it means: the next equity raise, which my base case expects, will likely be run by an interim or brand-new CFO. That raises execution risk at the worst moment.
Chief Software Officer; co-CEO of the Volkswagen joint venture
What it means: the relationship with Volkswagen is run day to day by a Rivian executive, not just written in a contract.
| Holder | Shares | Stake, Apr 23, 2026 | Relationship |
|---|---|---|---|
| Amazon | 162.1M | 12.9% | Lead investor since 2019 and the largest buyer of Rivian’s delivery vans. An Amazon senior vice president, Peter Krawiec, sits on the board. |
| Volkswagen Group | 146.9M | 11.7% | Joint-venture partner, shareholder and lender: up to $5.8 billion of commitments, including the $1 billion October 2026 loan. |
| Abdul Latif Jameel (Global Oryx) | 113.9M | 9.0% | Saudi family conglomerate and car distributor; an investor since before the IPO; said in 2022 it had no plans to sell. |
| Three strategic holders together | 422.9M | 33.6% | About 29% of today’s roughly 1.45 billion shares after the April and July issuance. Supports funding and limits downside: these owners have reasons to keep Rivian alive. |
| All directors and officers | 18.7M | 1.5% | Scaringe holds most of it, plus all Class B voting stock. |
Ownership as of April 23, 2026, from the 2026 proxy statement, before the July 2026 offering. The July offering added 86 million shares, so each stake is now slightly smaller. Board members with manufacturing backgrounds include John Krafcik, a former Waymo CEO and Hyundai Motor America CEO who began in product development at Ford, and Sanford Schwartz, a former CEO of Cox Automotive.
Sources: Rivian 2026 proxy statement (SEC DEF 14A); Rivian, “Rivian Announces CFO Transition Plan” (newsroom, Aug 27, 2026); GE Vernova appointment (EVWire); Varela appointment (WardsAuto); CEO award terms (Reuters via MarketScreener, Autoblog); joint-venture leadership (InsideEVs); Global Oryx (Bloomberg).
| When | Event | What I am watching |
|---|---|---|
| Oct 29, 2026 | Q3 2026 results | Automotive gross profit without credits; software & services mix; cash burn; any 2027 outlook. |
| Oct 30, 2026 | CFO Claire McDonough leaves | Interim CFO Derek Mulvey takes over the day after Q3 results; watch for a permanent appointment before the next raise. |
| Q4 2026 | Uber’s second $250M tranche | Expected by management; triggered by undisclosed autonomy milestones. |
| Early Jan 2027 | Q4 deliveries | Guidance implies 23,200–28,200. The R2 run rate entering 2027 matters more than the total. |
| Feb 2027 | Q4 results and 2027 guidance | Did automotive turn gross-profit positive at year-end, as targeted? The 2027 burn guide frames the next raise. |
| 2027 | Cheaper R2 trims; LiDAR R2s; VW tranche | The $48,490 trim (early 2027) and $44,990 trim (summer) test demand; VW’s final ~$460M on its first model using RV Tech. |
| Late 2028 | Georgia start of production; Uber robotaxi launch | The bull case needs both on time. |
Deliveries are known: 19,248. Here are my estimates for the rest, so the call can be checked against the result.
A clean beat on automotive gross profit would be the most important signal for the thesis, more than any revenue number.
Download the Excel model. It contains 699 live formulas across inputs, three scenario blocks, valuation, a 35-cell sensitivity grid and reported history. Every hardcoded input carries a source note. It reproduces this page’s numbers exactly.
This is personal research by Phat Ngo, prepared as a work sample. It is not investment advice or a recommendation to buy or sell any security. The portfolio shown on this site holds RIVN at a 5% target weight, added at the October 16, 2026 close, so the author has a financial interest in this company. Forecasts, scenario probabilities and the rating are the author’s judgments and may be wrong. Figures are as reported in public filings and news coverage on the dates cited.