Serve Robotics Inc's Competitiveness
A competitive positioning analysis and financial ratio benchmarking of Serve Robotics Inc (SERV) against its publicly traded competitors: sales growth, net income, profitability, valuation and market share, plus each peer's market capitalization, revenue, income and employees. Free below: the top 5 peers. Subscriber access adds the full competitor list and CSV downloads.
Key Findings: Serve Robotics Inc vs Its Competitors
- TTM: Trailing 12-month revenue of 8M vs 6,070M combined for tracked competitors (0.1% combined share).
- Trending: Latest-quarter revenue run-rate is accelerating (+58.3% annualized vs trailing 12 months), vs accelerating (+13.6%) for its tracked peer group.
- Growth: Serve Robotics Inc generated 2,196.5% revenue growth year over year in Q2 2026, vs 6.6% for its tracked competitors combined.
- Profitability: Its -1,980.5% net margin compares with 15.6% for the peer group.
- Scale: Serve Robotics Inc ranks #73 of 143 companies by market capitalization in the Industrial Machinery and Components industry, holding 0.0% of industry market cap.
- Peer revenue share: Serve Robotics Inc accounted for 0.2% of combined revenue among its tracked peer group, up from 0.0% a year earlier.
- Peer differentiation: Revenue per employee of $0.02M compares with $0.25M for the peer group (0.1x).
Every figure above is sourced and cited in detail further down this page (Market Structure, Profitability & Cost Structure, Productivity vs Peers).
SERV Sales vs. its Competitors, Q2 2026
Serve Robotics Inc reported revenue growth of 2,196.45 % year on year in Q2 2026, above its competitors' combined revenue growth of 6.62 %.
With a net margin of -1,980.45 %, Serve Robotics Inc reported lower profitability than its competitors (15.60 %).
Serve Robotics Inc generated 0.19 % of the combined sales of its peer group, up from 0.01 % a year earlier.
Serve Robotics Inc vs. its Competitors, Q2 2026
Revenue growth, year on year
Net margin
Revenue run-rate vs trailing 12 months
TTM net margin
TTM = trailing twelve months. Run-rate annualizes the latest quarter (×4) and compares it to TTM. In millions of $. High-Confidence Competitors are named as a competitor directly in an SEC filing; Similar-Size Competitors are the closest peers by market-cap rank within the same industry; Similar Growth & Profitability Competitors are the closest peers by combined revenue growth, operating margin and ROIC, all independent of the competitor list.
TTM revenue, latest-quarter run-rate and net income/margin benchmarked across Serve Robotics Inc and its 4 competitor groupings. Available under Commercial License.
| Entity | TTM Revenue | Rev Run-rate vs TTM |
|---|---|---|
| Serve Robotics Inc | $12,345M | +12.3% · Accelerating |
| Competitors combined | $12,345M | +12.3% · Accelerating |
| Similar-Size Competitors (8) | $12,345M | +12.3% · Accelerating |
| Similar Growth & Profitability (4) | $12,345M | +12.3% · Accelerating |
TTM revenue, run-rate and net margin benchmarking across Serve Robotics Inc's competitor groups requires a Commercial License.
For context: the Industrial Machinery and Components industry grew revenue 12.4% year over year, combined, vs 2,196.5% for Serve Robotics Inc. Serve Robotics Inc's share of combined industry revenue moved from 0.00% to 0.00%, a gain of 0.00 percentage points.
Serve Robotics Inc's Competitor Quality Breadth
Share of each group, trailing 12 months: profitable (net margin > 0), expanding (revenue growth > 0), growing faster than the industry's own median, and financially distressed (Piotroski F-Score of 2 or below).
| Entity | Profitable | Expanding | Above Industry Growth | Distressed |
|---|---|---|---|---|
| Serve Robotics Inc | No | Yes | Yes | No |
| Competitors combined (2) | ||||
| Similar-Size Competitors (10) | ||||
| Similar Growth & Profitability (8) | 0.00 % (0 of 8) | 50.00 % (4 of 8) | 50.00 % (4 of 8) | 28.60 % (2 of 7) |
Source: CSIMarket API, trailing 12 months. Altman Z-Score is not shown here: it is not populated in the underlying data for any company. Percentages are of companies in each group that report the relevant metric, not of the full group size.
SERV Stock Performance relative to its Competitors
SERV Stock Performance relative to Similar-Size Competitors
SERV Stock Performance relative to Similar Growth & Profitability Competitors
5 Best-Performing Tracked Competitors, Trailing 12 Months
| # | Competitor | TTM Share Price Return | vs U.S.A. 500 |
|---|---|---|---|
| 1 | Frontdoor Inc | 282.9% | Outperformed |
| 2 | Rollins Inc | 282.9% | Outperformed |
TTM share price return and U.S.A. 500 outperformance for Serve Robotics Inc's best-performing tracked competitors requires a Commercial License.
Source: CSIMarket API, trailing 12 months.
Serve Robotics Inc's Comment on Competition and Industry Peers
Publicly Traded Peers of Serve Robotics Inc
Revenue and income for trailing 12 months, in millions of $, except employees| Company | Market Cap | Revenues |
|---|---|---|
| Serve Robotics Inc | 355.78 | 8.18 |
| Rollins Inc | 14,725.69 | 3,924.02 |
| Frontdoor Inc | 5,184.61 | 2,146.00 |
| SUBTOTAL | 20,266.08 | 6,078.20 |
Sources: Serve Robotics Inc's official press releases and regulatory filings; CSIMarket.com's market research; and the financial filings and press releases of the other companies cited.
Updated on:
Focus of this report: publicly traded companies. Ten additional tables on Serve Robotics Inc versus competitors, including market share analysis, are in the navigation menu under Competition. To download the tables, please subscribe.
Serve Robotics Inc's Competitors Named by the Company
Competitive relationships identified from SEC filings and corroborating sources, each with a basis and confidence.| Competitor | Basis | Confidence |
|---|---|---|
| Cartken | Named by the company | 85% |
| Starship Technologies | Named by the company | 85% |
| Laffin Acquisition Corp. | Named by the company | 85% |
| Coco | Named by the company | 85% |
| Surfside Acquisition Inc. | Named by the company | 85% |
| Aspen-1 Acquisition Inc. | Named by the company | 85% |
| Parc Investments Inc. | Named by the company | 85% |
| Kiwibot | Named by the company | 85% |
| Venetian-1 Acquisition Corp. | Named by the company | 85% |
Filing basis, confidence, active dates and source counts for Serve Robotics Inc's named competitors require a Commercial License.
Methodology: relationships are extracted from SEC filings (named-competitor disclosures) and corroborating sources. Named by the company = explicitly disclosed as a competitor; Inferred = derived from corroborating signals. Confidence reflects evidence strength.
Serve Robotics Inc's Business Segment Mix vs Peers
Revenue by operating segment or division, as named and reported by each company. Segment names are the filer's own and are not standardized across companies. Do not assume a same-named or similarly-named segment is defined identically between two companies. Shares are of each company's own total revenue and are not required to sum to 100% (intersegment revenue, unallocated items).| Company | Largest Segment |
|---|---|
| Rollins Inc | Reportable 100.00 % |
Source: operating segment revenue as reported in each company's SEC filings (10-K/10-Q), via the CSIMarket API, leaf-level reportable segments only (parent roll-up segments are excluded where sub-segments are separately disclosed).
Serve Robotics Inc's Productivity vs Peers Comparison
Revenue and income per employee, trailing 12 months, in $; market cap in millions of $| Company | Market Cap | Revenue / Employee | Income / Employee |
|---|---|---|---|
| Serve Robotics Inc | 356 | 21,532 | -474,804 |
| Rollins Inc | 14,726 | 178,803 | 24,228 |
| Frontdoor Inc | 5,185 | 1,055,064 | 134,710 |
| PEERS TOTAL | 19,910 | 253,128 | 33,599 |
Serve Robotics Inc's Geographic Revenue Exposure vs Peers
Revenue by country/region as reported in each company's most recent filing. Disclosure granularity varies by filer (some report by country, others by broad region) and is shown as disclosed.| Company | Largest Market |
|---|---|
| Rollins Inc | United States 92.97 % |
Source: revenue geography as reported in each company's SEC filings (10-K/10-Q), via the CSIMarket API. Percentages are of that company's own total consolidated revenue for its most recent reported period.
Serve Robotics Inc's Position in Industry Market Structure
Market-capitalization share and concentration across all 128 companies in Serve Robotics Inc's industry classification, broader than the peer set above. Market cap in millions of $.Serve Robotics Inc ranks #73 of 128 companies by market capitalization in its industry, holding 0.02 % of total industry market cap. The industry's Herfindahl-Hirschman Index (HHI) is 1,565, indicating a moderately concentrated market structure (U.S. antitrust guidance: below 1,500 unconcentrated, 1,500 to 2,500 moderately concentrated, above 2,500 highly concentrated).
| Rank | Company | Market Cap | Industry Share |
|---|---|---|---|
| 1 | Asml Holding Nv | 688,901 | 31.96 % |
| 2 | Lam Research Corporation | 396,579 | 18.40 % |
| 3 | Deere and Co | 186,672 | 8.66 % |
| 4 | Eaton Corporation Plc | 168,034 | 7.80 % |
| 5 | Cae Inc | 1,234 | 5.2% |
| 6 | Bloom Energy Corporation | 1,234 | 5.2% |
| 7 | Illinois Tool Works Inc | 1,234 | 5.2% |
| 8 | Carrier Global Corporation | 1,234 | 5.2% |
| 9 | Ingersoll Rand Inc | 1,234 | 5.2% |
| 10 | Nvent Electric Plc | 1,234 | 5.2% |
| 73 | Serve Robotics Inc | 356 | 0.02 % |
Market cap and industry share for the rest of Serve Robotics Inc's industry peers requires a Commercial License.
Source: CSIMarket API (daily market-structure computation) across CSIMarket's industry classification, market capitalization as of 2026-09-28.
Serve Robotics Inc's Same-Size Peers & Stock Performance
Peers chosen by closeness in market-cap rank within the same industry classification (not the named-competitor list above). Trailing 12-month total return, 3-month price momentum, beta and Sharpe ratio vs the broad U.S. market.| Rank | Company | Market Cap | TTM Return |
|---|---|---|---|
| 68 | Kornit Digital Ltd | 721 | 10.19 % |
| 69 | Ballard Power Systems Inc | 618 | -28.53 % |
| 70 | Enovix Corporation | 558 | -73.08 % |
| 71 | Solid Power Inc | 511 | -39.02 % |
| 72 | Twin Disc Inc | 1,234 | 12.3% |
| 73 | Serve Robotics Inc | 356 | -63.71 % |
| 74 | Richtech Robotics Inc | 1,234 | 12.3% |
| 75 | Energy Recovery Inc | 1,234 | 12.3% |
| 76 | Airjoule Technologies Corporation | 1,234 | 12.3% |
| 77 | Perma pipe International Holdings Inc | 1,234 | 12.3% |
| 78 | Graftech International Ltd | 1,234 | 12.3% |
Market cap, return, momentum, beta and Sharpe ratio for the rest of Serve Robotics Inc's same-size peers requires a Commercial License.
Source: CSIMarket API (daily market-structure computation); returns and risk metrics as of 2026-09-28. Beta and Sharpe ratio are versus the broad U.S. equity market, not this industry.
Serve Robotics Inc's Profitability & Cost Structure
Trailing 12-month margins from SEC-filed financials. Operating margin is compared to the Industrial Machinery and Components industry median; gross margin, EBITDA margin and capital intensity are compared to the live industry average (166 companies).| Metric | Company | Industry | Difference |
|---|---|---|---|
| Gross Margin | -352.40 % | 28.58 % (avg) | -381.0 pp |
| Operating Margin | -2,358.35 % | industry median | -2,364.0 pp |
| EBITDA Margin | -2,040.23 % | 3.86 % (avg) | -2,044.1 pp |
| Capital Intensity (Capex / Revenue) | 369.49 % | 5.98 % (avg) | +363.5 pp |
Source: CSIMarket API, trailing 12 months. SG&A and R&D as a share of revenue have limited coverage as this data is backfilled and appear only where reported. Higher capital intensity is not inherently negative; it reflects the industry's asset requirements.
Serve Robotics Inc's Valuation vs Competitive Position
Valuation multiples vs the Industrial Machinery and Components industry average (166 companies, excluding loss-making/negative-equity outliers), alongside returns on capital for context on whether a premium or discount lines up with measurably stronger or weaker returns.| Metric | Company | Industry Average | Difference |
|---|---|---|---|
| P/E | - | 33.3x | - |
| EV / EBITDA | - | 19.5x | - |
| P/B | 1.8x | 4.0x | -2.3x |
| Return on Equity | -55.34 % | industry aggregate | -71.00 % |
| Return on Invested Capital | -29.40 % | 1.28 % (avg) | -30.68 % |
Source: CSIMarket API, trailing 12 months. A valuation premium or discount is not, by itself, a judgment of over- or under-valuation. Compare it against the return and growth context shown elsewhere on this page.
Serve Robotics Inc's Strategic Group Map
Every company in Serve Robotics Inc's industry and named-competitor list, plotted by trailing 12-month revenue growth and operating margin. Serve Robotics Inc is shown in red; its closest peers by combined growth, margin and ROIC (the Similar Growth & Profitability group above) are labeled.
Source: CSIMarket API, trailing 12 months. Extreme outlier values (from near-zero-revenue companies) are excluded from the plotted cloud but never from the highlighted company or its labeled peers.
Serve Robotics Inc's BCG Growth-Share Matrix
Relative market share (vs Serve Robotics Inc's largest competitor by market cap) against industry revenue growth, using the standard textbook thresholds (1.0x share, 10% growth) a common framework, not a precision instrument.
Serve Robotics Inc falls in the Dog quadrant: relative market share of 0.00x vs its largest competitor, in an industry growing revenue 7.4% (median, trailing 12 months).
Source: CSIMarket API (market-cap share and industry revenue growth). The 10% growth and 1.0x share lines are standard textbook thresholds, not derived from this industry's own distribution.
Serve Robotics Inc's Competitive Forces (Porter's Five Forces)
Only the forces this data can support honestly are shown; the other three are marked as such rather than guessed.| Force | Assessment | Basis |
|---|---|---|
| Competitive Rivalry | Moderate | Industry HHI of 1,565 (see Industry Market Structure & Concentration above) |
| Barriers to Entry | High (capital intensive) | Capital intensity (capex / revenue) of 369.49 % vs industry average 5.98 % (see Profitability & Cost Structure above) |
| Supplier Power | Not covered on this page | See Serve Robotics Inc's dedicated suppliers page for concentration and dependency data |
| Buyer Power | Not covered on this page | See Serve Robotics Inc's dedicated customers page for concentration and dependency data |
| Threat of Substitutes | - | No systematic data source for cross-product substitution exists in this system; not estimated |
Note: this is a partial, data-grounded application of the framework, not a complete strategic assessment. Rivalry and barriers-to-entry readings are mechanical translations of the HHI and capital-intensity figures shown elsewhere on this page, not independent judgments.
Serve Robotics Inc's Industry Attractiveness & Competitive Strength
A CSIMarket composite, not a standard field: each axis is an equal-weighted average of three factors already shown elsewhere on this page (industry growth, industry profitability and rivalry for attractiveness; relative market share, profitability and growth vs industry for strength). Disclosed as a designed methodology, not a precision measurement.
Serve Robotics Inc falls in the Medium attractiveness / Medium strength cell: Selective.
Source: CSIMarket API, trailing 12 months. Each axis score is a simple 1(low)/2(medium)/3(high) average across its three inputs -- a transparent, disclosed simplification, not a validated academic scoring model.
Serve Robotics Inc's SWOT
Every point below is a fixed rule applied to a metric already shown elsewhere on this page (Market Structure, Profitability, Valuation, Run-Rate, Stock Performance, Quality Breadth) not an independent strategic assessment. A blank quadrant means no rule was met, not that none apply.Strengths
- Latest-quarter revenue run-rate is accelerating (+58.3% annualized vs trailing 12 months).
Weaknesses
- Operating margin 2,364.0 points below the industry median.
- Return on equity 71.0 points below the industry aggregate.
- Underperforming the U.S.A. 500 over the trailing 12 months.
- Low relative market share vs the industry leader (0.00x).
Opportunities
- A meaningful share of tracked competitors (50.00 %) show financial-distress signals, a possible opening to gain share.
Threats
- High capital intensity requires continuous reinvestment just to keep pace with the industry.
Methodology: mechanical, rule-based SWOT. Each bullet reuses a figure already sourced and cited elsewhere on this page; nothing here is generated narrative or independent analyst judgment.
Serve Robotics Inc's Financial Strength vs Peers Comparison
Quick ratio, working capital, debt to equity and asset turnover, trailing 12 months| Company | Quick Ratio | Working Capital | Debt / Equity |
|---|---|---|---|
| Serve Robotics Inc | 7.77 | 13.97 | - |
| Rollins Inc | 0.14 | 0.66 | 0.43 |
| Frontdoor Inc | 1.40 | 1.58 | 4.39 |
Quick ratio = cash / current liabilities; working capital ratio = current assets / current liabilities; asset turnover = revenue / total assets. Peers in the Blank Checks industry are excluded.
Serve Robotics Inc's Revenue and Income Growth vs Peers
Quarterly revenue and net income growth, year over year and quarter over quarter| Company | Period | Revenue Y/Y | Income Y/Y |
|---|---|---|---|
| Serve Robotics Inc | Q2 2026 | +2,196.5 % | - |
| Rollins Inc | Q2 2026 | +7.9 % | +1.7 % |
| Frontdoor Inc | Q2 2026 | +4.5 % | +12.6 % |
| PEERS TOTAL | +6.8 % | -11.6 % |
Growth is shown only where both periods are positive. Peers in the Blank Checks industry are excluded.
Serve Robotics Inc's Peers' Costs of Sales and Capital Expenditures
Context for revenue growth: peer costs and capex, year over year and quarter over quarter| Company | Period | Costs Y/Y | Capex Y/Y |
|---|---|---|---|
| Serve Robotics Inc | Q2 2026 | +300.6 % | -84.9 % |
| Rollins Inc | Q2 2026 | +10.1 % | -9.1 % |
| Frontdoor Inc | Q2 2026 | +2.3 % | -14.3 % |
Serve Robotics Inc's Returns and Turnover vs Peers
ROA, ROI and ROE (trailing 12 months), receivables and inventory turnover| Company | ROA | ROI | ROE |
|---|---|---|---|
| Serve Robotics Inc | - | - | - |
| Rollins Inc | 16.52% | 22.05% | 37.20% |
| Frontdoor Inc | 12.57% | 18.13% | 102.24% |
ROA = net income / total assets; ROI = net income / investments; ROE = net income / equity; turnover ratios use trailing 12 month revenue (receivables) and cost of sales (inventory).
Serve Robotics Inc's Valuation vs Peers
P/E, price to sales, PEG, price to cash flow and price to book| Company | P/E | Price / Sales |
|---|---|---|
| Serve Robotics Inc | - | 43.48 |
| Rollins Inc | 27.78 | 3.75 |
| Frontdoor Inc | 19.37 | 2.42 |
| PEERS AVERAGE | 32.41 | 3.33 |
P/E = price / diluted EPS (trailing 12 months); PEG = P/E divided by EPS growth; the average row divides the peers' combined market cap by their combined income, sales, cash flow and equity.