Radar · Transportation and Logistics in Kolkata
Best Transportation and Logistics Companies in Kolkata, India
The 89 best Transportation and Logistics companies in Kolkata, India in 2026, ranked by funding and momentum. Funding, investors, founders, valuation, tech stack and live signals. Top: Titagarh.
By Riya SenguptaFinancials
89companies tracked
$117.3Mdisclosed funding
0unicorns
4have raised
FLIAR INTELLIGENCE · TRANSPORTATION AND LOGISTICS × KOLKATA
Our analysis of 50 Transportation and Logistics companies
$7.3b in tracked funding; 69% of the stack-profiled cohort runs cloud-native; funding activity peaked in 2018.
50companies analysed
69%cloud-native stacks
2018funding peak (by rounds)
1unicorns
2008median founding year
165kcombined LinkedIn audience
87%of audience held by top 3
3companies hiring publicly (12 mo)
Ranked: Best Transportation and Logistics companies in Kolkata
| # | Company | Disclosed funding | Revenue | Revenue YoY | Employees | Founded | Tech stack | Recent signals |
|---|---|---|---|---|---|---|---|---|
| 1 | Texmaco Rail & Engineering Manufacturer of rail and rail-related products, primarily engaged in the production of railway wagons… | — | $611M FY2025 | +45% | 754 | 1939 | WordPressPleskMySQL+18 | — |
| 2 | EFc Logistics Provider of integrated logistics, supply chain management, and infrastructure development services | — | $603M FY2025 | +12% | — | 2006 | PleskWindows ServerYouTube+9 | 1 expansion |
| 3 | Jupiter Group Manufacturer of railway wagons, wagon accessories, brake systems, and commercial vehicle load bodies | — | $474M FY2025 | — | 973 | 2006 | WordPressMySQLPHP+21 | 1 partnership · 1 expansion · 2 awards |
| 4 | Titagarh Manufacturer of freight wagons 74Product top 14%Innovation top 25%Funding top 28%Market top 31% All 11 signals ▾Producttop 14% Innovationtop 25% Fundingtop 28% Markettop 31% Moattop 33% Fin. healthtop 44% Talenttop 45% Techbottom 48% Growthbottom 47% Newsbottom 40% Globalbottom 37% Product: 8 distinct product lines · Company stage: Public Innovation: 8 product lines rank vs industry peers · Fliar Intelligence Index 74/100 | $107M | $466M FY2025 | +1% | 679 679 → 1,584 (+133%) | 1998 | PleskNode.jsExhibit+10 | 2 job openings · 1 partnership |
| 5 | Balmer Lawrie & Co. Diversified conglomerate firm operating across multiple sectors 37Product top 26%Fin. health top 30%Moat top 38%Tech top 45% All 10 signals ▾Producttop 26% Fin. healthtop 30% Moattop 38% Techtop 45% Marketbottom 49% Talentbottom 49% Globalbottom 37% Growthbottom 35% Newsbottom 35% Innovationbottom 24% Product: 1 product launch event in 12 mo · Company stage: Public Fin. health: Revenue ~$303M (FY2025) · Net margin 96.0% rank vs industry peers · Fliar Intelligence Index 37/100 | — | $303M FY2025 | +7% | 2 | 1867 | Animate.cssBootstrapYouTube+21 | — |
| 6 | TM International Logistics Limited Provider of air and ocean freight forwarding services 72Product top 14%Moat top 19%Innovation top 20%Talent top 35% All 10 signals ▾Producttop 14% Moattop 19% Innovationtop 20% Talenttop 35% Fin. healthtop 38% Markettop 41% Fundingtop 43% Growthtop 47% Techbottom 42% Globalbottom 37% Product: 8 distinct product lines · Company stage: Post IPO Moat: Top 1% by revenue among 1359 tracked Freight Forwarders companies · Editorial + unicorn rating 4/10 rank vs industry peers · Fliar Intelligence Index 72/100 | — | $239M FY2025 | +17% | 268 | 2002 | Cloudflarecore-jsSlick+9 | — |
| 7 | A R C Provider of road freight forwarding services 64Innovation top 20%Moat top 29%Market top 33%Fin. health top 33% All 10 signals ▾Innovationtop 20% Moattop 29% Markettop 33% Fin. healthtop 33% Producttop 33% Talenttop 38% Growthtop 45% Globalbottom 37% Fundingbottom 35% Techbottom 30% Innovation: 5 product lines Moat: Top 1% by revenue among 1359 tracked Freight Forwarders companies · Editorial + unicorn rating 1/10 rank vs industry peers · Fliar Intelligence Index 64/100 | $2M | $216M FY2025 | — | 3,209 | 1972 | PleskPHPWindows Server+15 | — |
| 8 | Mata Provider of truck transportation services | $1M | $98M FY2025 | +8% | 1,110 | 1998 | PleskWindows ServerMicrosoft ASP.NET+7 | — |
| 9 | AKA logistics Provider of electricity transmission services | — | $78M FY2025 | +26% | 17 | 2012 | RoundCubePHPBootstrap+7 | — |
| 10 | cimmco limited bharatpur Cimmco Ltd is an India based company engaged in the business manufacturing and selling of freight wagons and… | — | $39M FY2019 | +100% | 136 | 1957 | — | — |
| 11 | Everdeliver Logistics Provider of trucking services | — | $25M FY2025 | +87% | — | 2017 | — | — |
| 12 | abc india ABC India offers services like infrastructure logistics, domestic road transport, warehousing services, and… | — | $22M FY2025 | +13% | 93 | 1963 | — | — |
| 13 | CCI Logistics Provider of distribution, warehousing, custom clearance, and freight forwarding services 42Product top 18%Innovation top 20%Moat top 34%Talent top 38% All 9 signals ▾Producttop 18% Innovationtop 20% Moattop 34% Talenttop 38% Marketbottom 49% Fin. healthbottom 43% Techbottom 38% Growthbottom 31% Globalbottom 30% Product: 8 distinct product lines Innovation: 8 product lines rank vs industry peers · Fliar Intelligence Index 42/100 | — | $22M FY2025 | -2% | 375 | 1977 | WordPressVisual ComposerMySQL+22 | — |
| 14 | Bridge Track and Tower Provider of engineering and fabrication solutions, specializing in structural fabrication and galvanizing… | — | $21M FY2025 | +35% | 120 | 1985 | — | — |
| 15 | BCPL Railway Infrastructure Provider of railway infrastructure development, designing, and management services | — | $19M FY2025 | +81% | 58 | 1984 | WordPressPleskMySQL+16 | — |
| 16 | Care Container Lines Provider of shipping solutions using a global network and agents | — | $16M FY2025 | +31% | 147 | 2007 | Animate.cssBootstrapApache HTTP Server+6 | — |
| 17 | Jayesh Logistics Provider of inland and cross-border cargo movement services | — | $13M FY2025 | +27% | — | 2011 | Node.jsRadix UITailwind CSS+7 | 1 award |
| 18 | Bengalaero Developer of industrial, institutional, commercial, and residential spaces with airport access | — | $13M FY2025 | -11% | 1,750 | 2007 | WordPressMySQLPHP+18 | — |
| 19 | EQUUS Provider of rail infrastructure and rolling stock services | — | $13M FY2025 | +2% | 69 | 2019 | — | — |
| 20 | DHTC India Provider of tea transportation, freight management and cargo services | — | $12M FY2025 | +7% | — | 1987 | Facebook LoginBootstrapApache HTTP Server+6 | — |
| 21 | Auroma Logistics Provider of warehousing and logistics services | — | $12M FY2020 | +14% | 127 | 2009 | — | — |
| 22 | ACS Shipping Freight forwarding and logistics company with expertise in customs clearance and handling DDP and DDU… | — | $9M FY2025 | — | 50 | 2006 | — | — |
| 23 | Holdwell Components Manufacturer of railway track pads and rubber compound products | — | $9M FY2022 | — | 211 | 1936 | WordPressMySQLPHP+25 | — |
| 24 | Kali Transport Transportation company specializing in heavy weight freight shipment and logistics services | — | $9M FY2025 | +4% | 29 | 1984 | — | — |
| 25 | Expressway Shipping Provider of non vessel operating common carrier services for cargo movements, emphasizing growth with… | — | $8M FY2022 | — | — | 2014 | — | — |
| 26 | Destiny Logistics Provider of road freight forwarding and logistics services | — | $8M FY2025 | +18% | 8 | 2011 | — | — |
| 27 | City Services Operator of bus services | — | $8M FY2022 | — | 1,720 | 1979 | Facebook LoginGoogle Sign-inBootstrap+7 | — |
| 28 | Bajaj Express Provider of logistics services specializing in the transportation of goods | — | $7M FY2025 | +3% | — | 2015 | WordPressMySQLPHP+15 | — |
| 29 | Agarwallogistics Agarwal Logistics provides transportation, warehousing, and distribution services. | — | $4M FY2022 | — | 1 | — | Windows ServerMicrosoft ASP.NETBootstrap+6 | — |
| 30 | DFC Offers multimodal freight services | — | $3M FY2025 | +2% | 10 | 2012 | PleskWindows ServerMicrosoft ASP.NET+11 | — |
| 31 | Palogix Infrastructure Provider of rail-based private freight terminal logistics solutions | $8M | $3M FY2021 | — | 8 | 2007 | — | — |
| 32 | Affinity Maritime Affinity Maritime Services is a logistics company offering a range of services in multiple segments. | — | $2M FY2022 | — | 31 | 1917 | — | — |
| 33 | Gladstone Agencies Provider of comprehensive maritime inspection and loss adjustment services, including marine cargo surveys… | — | $1M FY2025 | +8% | — | 1998 | — | — |
| 34 | AUM Express Provider of multi-modal transport, insurance, and warehousing services | — | $1M FY2020 | — | 238 | 2010 | WordPressMySQLPHP+18 | — |
| 35 | Kunal India Provider of freight forwarding solutions including oversized and out-of-gauge cargo | — | $620K FY2025 | -16% | — | 1996 | — | — |
Top 9 Transportation and Logistics companies in Kolkata
#1
Public · Kolkata, West Bengal · founded 1998 · 679 employees$106.9Mraised▾
Public · Kolkata, West Bengal · founded 1998 · 679 employees
Manufacturer of freight wagons
Fliar Intelligence Index™ 74how this company ranks against its industry peers
Product
top 14%Innovation
top 25%Funding
top 28%Market
top 31%Moat
top 33%Fin. health
top 44%Product: 8 distinct product lines · Company stage: Public
Innovation: 8 product lines
Funding: Raised $107M across 2 rounds · 2 rounds over 11 yrs (0.2/yr) · Last round Post IPO (Dec 2023)
Audience (LinkedIn): 75k LinkedIn followers — 45.6% of this cohort's audience
Hiring (LinkedIn): 2 hiring posts in 12 mo (public) · momentum +2 · hiring: Metallurgical Engineer, Civil Engineer
Activity (LinkedIn): 1 partnerships (incl. TuTr Hyperloop) announced in 12 mo
Funding rounds
- Dec 2023Post IPO$83.9M
- Aug 2015Post IPO$23M
- Jul 2006Unattributed—
Founders & team
Investors
ChrysCapital, 2i Capital
Tech stack
AosCloudflareExhibitGoogle AnalyticsGoogle Tag ManagerMicrosoft 365
#2
Seed · Kolkata, West Bengal · founded 2007 · 8 employees$7.6Mraised▾
Seed · Kolkata, West Bengal · founded 2007 · 8 employees
Provider of rail-based private freight terminal logistics solutions. This includes terminal management services, total logistics solutions encompassing warehousing and stockyards, and train operations support. The company aims to optimize costs and provide efficient, customized, and timely solutions for clients. Services are focused on loose/bulk and containerized cargo. A network of private freight terminals is being developed to offer a multimodal common user platform.
Funding rounds
- Mar 2016Seed$1.2M
- Jun 2010Seed$6.4M
Investors
Waliram Taneja Mines, Mortonsuppliers, Cottons and Satins, Nine Yards Logistics, Sayonaracommerce, Bessemer Venture Partners
Tech stack
BootstrapSlickJqueryCloudflareHttp/3
#3
Early Stage · Kolkata, West Bengal · founded 1998 · 1110 employees$1.3Mraised▾
Early Stage · Kolkata, West Bengal · founded 1998 · 1110 employees
It is a logistics company that focuses on geographical mastery, engineering-led solutions, and technology advancements. They offer truck transportation services and are headquartered in Holland, Michigan.
Funding rounds
- Mar 2014Unattributed$720.6K
- Mar 2013Unattributed$311.6K
- Mar 2012Unattributed$234.7K
Founders & team
Investors
Excellent Trade Link, Skylimitinternationalfinance, Mayankcommercialandfinvest, Global Cyber Aliiance, S D Nivesh, Bharosemand Vyapaar
Tech stack
BootstrapFont AwesomeGodaddyGoogle Font ApiIisJquery
#4
Acquired · Kolkata, West Bengal · founded 1972 · 3209 employees$1.5Mraised▾
Acquired · Kolkata, West Bengal · founded 1972 · 3209 employees
Provider of road freight forwarding services. Its other services include transport to handle parcels, part & full loads, bulk cargo, containerised goods, port clearance, and heavy & odd dimensional cargo movement. It cater their services to industry such as Power & Oil Exploration, Iron & Steel, Cement & Refractories, Textile & Engineering, Fertilisers & Chemicals, Petrochemical & Bulk Drugs, and Plastics & Fibre.
Fliar Intelligence Index™ 64how this company ranks against its industry peers
Innovation
top 20%Moat
top 29%Market
top 33%Fin. health
top 33%Product
top 33%Talent
top 38%Innovation: 5 product lines
Moat: Top 1% by revenue among 1359 tracked Freight Forwarders companies · Editorial + unicorn rating 1/10
Market: 3,209 employees (top 8% of Freight Forwarders) · Revenue ~$216M · ~1% of tracked Freight Forwarders revenue (1359 cos, FY2025)
Audience (LinkedIn): 8k LinkedIn followers — 5.0% of this cohort's audience
Hiring (LinkedIn): 1 hiring post in 12 mo (public) · hiring: Branches Manager, Sales Manager
Founders & team
Investors
Gauravfinance, Arcenterprises, Sgtakshilaenterprises, Stephenmarketing, Informationsynergies, Pathikfoods
Tech stack
BootstrapCdnjsCloudflareCore-JsFont AwesomeGoogle Font Api
#5
Public · Kolkata, West Bengal · founded 1939 · 754 employees—raised▾
Public · Kolkata, West Bengal · founded 1939 · 754 employees
Texmaco Rail & Engineering Ltd. is a leading Indian engineering and infrastructure company that specializes in manufacturing rail products, including railway wagons, coaches, and related infrastructure. The company operates primarily in the heavy engineering division and steel foundry division, with a focus on providing total rail solutions to its clients.
Founders & team
Investors
Societe Generale, ADIA, Bofa Securities Europe, Nuvama, ICICI Securities, Samena Capital
Tech stack
Animate.CssBootstrapCdnjsCloudflareContact Form 7Fancybox
#6
Public · Kolkata, West Bengal · founded 2006 · 973 employees—raised▾
Public · Kolkata, West Bengal · founded 2006 · 973 employees
Manufacturer of railway wagons, wagon accessories, brake systems, and commercial vehicle load bodies. It provides complete track solutions, commercial electric vehicles and containers. The company manufactures open wagons, covered wagons, flat wagons, hopper wagons, container wagons and special purpose wagons. It offers alloy steel cast bogies, high tensile center buffer couplers and high capacity draft gears. It provides CMS crossings for Indian Railways, European Railways and American Railroads. The company provides tipper bodies, tanker bodies, bulkar bodies, load cargo bodies, trailer bodies, troop carrier vehicle bodies, prison van bodies and water bowser bodies.
LinkedIn Pulse recent public activity · Jul 2026
Audience: 25k LinkedIn followers — 15.1% of this cohort's audience
Activity: 1 partnerships · 2 awards · 1 expansions (incl. TATRAVAGONKA a.s.) announced in 12 mo
Investors
Tata Mutual Fund, Societe Generale, Bandhan Mutual Fund, HSBC, Morgan Stanley, ITI Mutual Fund
Tech stack
All In One SeoApache Http ServerBootstrapContact Form 7Core-JsFont Awesome
#7
Early Stage · Kolkata, West Bengal · founded 1977 · 375 employees—raised▾
Early Stage · Kolkata, West Bengal · founded 1977 · 375 employees
Provider of distribution, warehousing, custom clearance, and freight forwarding services. It provides multi-modal logistics solutions including surface, air, and rail transport. It serves industries such as chemicals, agro sciences, healthcare, pharma, FMCG, e-commerce, IT, telecom, engineering, and manufacturing.
Fliar Intelligence Index™ 42how this company ranks against its industry peers
Product
top 18%Innovation
top 20%Moat
top 34%Talent
top 38%Market
bottom 49%Fin. health
bottom 43%Product: 8 distinct product lines
Innovation: 8 product lines
Moat: Top 10% by revenue among 1359 tracked Freight Forwarders companies · Editorial + unicorn rating 1/10
Founders & team
Investors
Mid Point Marketing, Sagar Fintrade, Arthodock Vinimay, Nahar Vinimay, Namokar Consultants, Darkin Dealcom
#8
Public · Kolkata, West Bengal · founded 1867 · 2 employees—raised▾
Public · Kolkata, West Bengal · founded 1867 · 2 employees
Diversified conglomerate firm operating across multiple sectors
Fliar Intelligence Index™ 37how this company ranks against its industry peers
Product
top 26%Fin. health
top 30%Moat
top 38%Tech
top 45%Market
bottom 49%Talent
bottom 49%Product: 1 product launch event in 12 mo · Company stage: Public
Fin. health: Revenue ~$303M (FY2025) · Net margin 96.0% · Revenue +7% YoY
Moat: Top 17% by revenue among 93 tracked Oil & Gas Downstream companies · Editorial + unicorn rating 1/10
Audience (LinkedIn): 43k LinkedIn followers — 25.9% of this cohort's audience
Founders & team
Investors
Baring Private Equity Partners
Tech stack
AmchartsAnimate.CssApache Http ServerBootstrapCdnjsCloudflare
#9
Late Stage · Kolkata, West Bengal · founded 2002 · 268 employees—raised▾
Late Stage · Kolkata, West Bengal · founded 2002 · 268 employees
Provider of air and ocean freight forwarding services
Fliar Intelligence Index™ 72how this company ranks against its industry peers
Product
top 14%Moat
top 19%Innovation
top 20%Talent
top 35%Fin. health
top 38%Market
top 41%Product: 8 distinct product lines · Company stage: Post IPO
Moat: Top 1% by revenue among 1359 tracked Freight Forwarders companies · Editorial + unicorn rating 4/10
Innovation: 8 product lines
Funding rounds
- Jan 2010Post IPO—
Founders & team
Investors
Nippon Yusen Kabushiki Kaisha, AAC Capital
Tech stack
CloudflareCloudflare Bot ManagementCore-JsFacebook PixelFont AwesomeGodaddy
Funding & investor landscape
$117.3Mtotal disclosed funding
4companies funded
7disclosed rounds
0rounds last 90 days
Most active investors
Accuratevanijya1 rounds
Ambica Commodities1 rounds
Arcenterprises1 rounds
Notable founders
Jagdish Chowdhary
Executive Chairman · Titagarh
Umesh Chowdhary
Chief Executive Officer · Titagarh
Raju Rajgarhia
Managing Director · Mata
Ramkumar Goel
Founder & Managing Director · A R C
C Goyal
Managing Director · A R C
D Kela
CEO · Texmaco Rail & Engineering
Suresh Attri
Co-Founder · CCI Logistics
Satish Sharma
Co-Founder & Director · CCI Logistics
Santanu Chakrabarti
CEO · Balmer Lawrie & Co.
Dinesh Shastri
Managing Director · TM International Logistics Limited
Prism market signals · India · country-scoped Prism corpus, 747,321 docs
Market landscape — 10 sub-themes by coverage
Share of Transportation and Logistics coverage by sub-theme.
Regulatory-risk over time rising
Funding & growth over time
funding rising · growth rising
RESEARCH SIGNALS · India
How research on Logistics & Supply Chain Tech is moving in India
A read on the academic research around Logistics & Supply Chain Tech — which themes are gaining ground, the institutions and researchers driving them, and how the tone is shifting. Based on 206 India-affiliated papers.
research sentiment over time
201720242026
enthusiastic · positive · guarded tone
Tone is overwhelmingly optimistic and intensifying — the enthusiastic (strongly-positive) share moved 51% → 68% across 2017–2026.
top research entities
- Amrita Vishwa Vidyapeetham8
- Sri Sri University7
- Defence Research and Development Canada6
- Graphic Era University4
- Symbiosis International University4
leading researchers
Slawomir Wesolkowski · Anand Chauhan · Anubhav Pratap Singh · Sachin M · P. Sridhara Acharya · Jean de Dieu Uwimana · Marie Chantal Uwase · Pranava Jain Computer Science
▲
Breakthroughs59 · 29%
▼ 38%→31% share
▼0.8× share momentum0 median citations81% since 2021mostly methods-led
Predictive maintenance and Service research newly emerged, while Fleet management breakthroughs tripled (6→22) in Indian logistics.
rising sub-themes (early→recent)
- Fleet management6→22
- Supply chain optimization1→6
- Tracking system1→5
- Global Positioning System4→7
- Scheduling (production processes)2→5
Newly emergingService (business) 0→7 · Predictive maintenance 0→5 · Supply chain management 0→5
Landmark Optimizing Supply Chain Management with Reinforcement Learning and IoT: A Smart Logistics Approach · 20 cites
◆
Advancements108 · 52%
▲ 50%→53% share
▲1.1× share momentum0 median citations79% since 2021mostly methods-led
Supply chain management advancements surged 1→21 papers, with IoT and Analytics newly entering India's logistics advancement segment.
rising sub-themes (early→recent)
- Supply chain management1→21
- Fleet management1→21
- Supply chain optimization4→19
- Service (business)1→7
- Big data1→4
Newly emergingGlobal Positioning System 0→11 · Analytics 0→8 · Internet of Things 0→7
Landmark GIS ‐enabled biomass‐ethanol supply chain optimization: model development and Miscanthus application · 81 cites
▼
Concerns25 · 12%
▼ 12%→10% share
▼0.8× share momentum0 median citations72% since 2021mostly empirical
Fleet management, supply chain optimization, and supply chain management each flagged at 7 concern papers, signaling intensifying risk focus.
rising sub-themes (early→recent)
- Fleet management7
- Supply chain optimization7
- Supply chain management7
- Supply chain risk management4
- Biofuel2
Newly emergingSupply chain optimization 0→7 · Supply chain management 0→7
Landmark Life Cycle Optimization for Sustainable Algal Biofuel Production Using Integrated Nutrient Recycling Technology · 21 cites
RESEARCH HOTSPOTS · India
Where logistics supply chain is researched across India
Location clusters by institution affiliation — each city's volume, stance tone, and a quick read on its hot topic, what's advancing, the opening opportunity, and the main concern.
Delhi-NCR10 · +0.65
Pune9 · +0.67
Chennai7 · +0.34
PATENT SIGNAL · India
Who's filing logistics supply chain patents in India
India logistics supply chain patent filing is steady — 19 filings from 24 assignees (2016–2025), led by Tata Consultancy Services, Cogos TECH, Infosys; annual filings 2→2.
19 filings24 assigneespeak 5/yr2016–2025
filing momentum (YoY 2016–2025)
top patent filers
- Tata Consultancy Services6
- Cogos TECH5
- Infosys3
- Hexaware Technologies2
- Katta RAMA Mohan1
- Cummins1
- T N Shanavas MR1
- Ranjan Rajeev1
Common questions
How many Transportation and Logistics companies are there in Kolkata, India?
Radar tracks 89 indexable Transportation and Logistics companies headquartered in Kolkata, India, India, that meet our profile-completeness bar.
What is the total funding raised by Transportation and Logistics companies in Kolkata, India?
The Transportation and Logistics companies in Kolkata, India on this list have raised a combined $117.3M in disclosed equity funding across 4 funded companies.
Which is the highest-funded Transportation and Logistics company in Kolkata, India?
Titagarh is the highest-funded Transportation and Logistics company in Kolkata, India, with $106.9M in disclosed equity funding.
How many Transportation and Logistics companies in Kolkata, India are funded?
4 of the 89 Transportation and Logistics companies in Kolkata, India on this list have disclosed at least one equity funding round.
How many Transportation and Logistics unicorns are there in Kolkata, India?
None of the Transportation and Logistics companies in Kolkata, India on this list currently has a disclosed valuation of $1B or more.
Who are the top investors in Kolkata, India Transportation and Logistics companies?
The most active investors in Kolkata, India Transportation and Logistics companies on this list include Bandhan Mutual Fund, Societe Generale, 2i Capital, AAC Capital, ADIA.
Riya SenguptaFinancials
Riya reads income statements for fun. She covers the real money in a sector — revenue, growth, who actually earns — and never met a vague claim she didn't want a number for.