Prism Geo · city intelligence · pilot
Prism Geo · India · Madhya Pradesh · Indore

Indore

Madhya Pradesh, India · 22.72°N 75.86°E · updated 2026-08-04
AI verdicts: codex exec (headless, read-only sandbox) · every number ground-checked against source data

Indore is a broad-based commercial city with real heft in technology, retail, manufacturing and healthcare, backed by banks, major campuses and a busy startup pipeline. But capital remains thin, company churn is high, and the civic story has darkened around public health and road danger. Its next chapter depends on turning metro, logistics and plant investment into safer, steadier growth.

Indore · image via Wikimedia Commons
Indore · image via Wikimedia Commons
news reported (civic)
17,179
companies + mapped places
3856 + 8,694
research works (est.)
≈12,607
govt money announcements
302
The city at a glance
economic fabric

What is Indore made of?

💻Technology██████████
🛍Retail██████████
🏭Manufacturing█████████
🏥Healthcare█████████
🎓Education████████░░
🌱Sustainability███████░░░
🚛Logistics███████░░░
🛕Religion & tourism███████░░░
🌾Agriculture███████░░░
🏟Sports███████░░░

news coverage + 3×registered companies + 2×mapped places, log-scaled vs strongest sector

momentum

The last 90 days

Attention share vs the previous 90 days — what the city's coverage is turning toward.

Infrastructure & housing20→45▲208%
Accidents83→186▲207%
Policing Law Enforcement39→68▲139%
Healthcare550→24▼94%
Corruption34→45▲81%
Governance123→156▲74%
Legal Judicial16→17▲46%
Crime256→266▲42%

share of news coverage, through 2026-06-05 · red = growing slice, blue = shrinking

city signals · ai · ground-checked

The character of Indore

  • Broad commercial base— Technology and retail lead; manufacturing and healthcare follow closely.
  • Bank-and-code hiring— Kotak, Axis, Accenture and Infosys anchor the recruiter list.
  • Research-city muscle— IIT Indore leads a deep local institutional research sample.
  • Logistics momentum— Gateway Distriparks bought land for a new inland container depot.
  • Young founder churn— Many firms formed since 2018, but closures remain substantial.
  • Street-level industry— Manufacturers rank among the most common mapped businesses.
  • Civic model reputation— Leaders praise its cleanliness, urban governance and civic administration.
everyday life · ai · ground-checked

Living in Indore means…

  • finding work across sectors— Banks, technology firms and logistics employers all recruit locally.
  • watching road safety closely— Accident coverage is growing and often carries deadly outcomes.
  • seeing major transport works— The underground metro received a major state allocation.
  • living near research heavyweights— IIT, IIM and Devi Ahilya anchor local scholarship.
  • having retail within easy reach— Retail is a leading sector across mapped places and companies.
  • keeping outbreak risks visible— Swine flu, waterborne disease and viral outbreaks are rising.

read from the news record — not a survey

hidden depth · ai · ground-checked

Things most people don't know

  • Only 181 of 3856 tracked companies have ever raised outside money, while 576 have shut down.
  • Artificial Intelligence appears among both the city's strongest research openings and its cautionary areas.
  • Raja Ramanna Centre for Advanced Technology contributed 176 papers in the local research sample.
  • A well collapse covered in March 2023 killed 36 people.
  • Gateway Distriparks acquired around 25 acres near Pithampur for a new inland container depot.
Safety & civic life
Civic intelligence · Prism engine

Where does Indore stand against the developed world?

Six-nation developed-median report card (USA · UK · FR · DE · AU · CA) computed from the same data, like-for-like. ▼ worse than the norm, ▲ better.

Six-nation developed median (USA · UK · France · Germany · Australia · Canada) — ▼ worse than the norm, ▲ better

Communal politics
14.9%here
3.6%benchmark
Corruption load
7.3%here
1.8%benchmark
Road-accident accountability
1.9%here
5.8%benchmark
Fatality-linked news
12.0%here
15.3%benchmark
Enforcement action
17.8%here
20.3%benchmark
Cases concluded
3.2%here
5.5%benchmark
Open the full data →

four chapters, plus the politics and money layers

Civic record

What problems are increasing?

public health is taking the fastest-growing slice of the city's news (up 5.3 points), with accidents road safety next (up 2.2). Crime still leads in volume, but its share is shrinking.

Each problem's slice of city news — change in points, 2024–26 vs 2021–23
public healthpublic health: +5.3 points of coverage share+5.3accidents road safetyaccidents road safety: +2.2 points of coverage share+2.2missing personsmissing persons: +0.9 points of coverage share+0.9public safetypublic safety: +0.5 points of coverage share+0.5human rights socialhuman rights social: +0.4 points of coverage share+0.4protest civil unrestprotest civil unrest: -1.3 points of coverage share-1.3elections politicselections politics: -1.3 points of coverage share-1.3policing law enforcementpolicing law enforcement: -1.4 points of coverage share-1.4disasters emergenciesdisasters emergencies: -2.0 points of coverage share-2.0
Fastest-rising specific problems
homicide +5.6 ptswater contamination +4.0 ptstraffic accident +0.9 ptsbomb threat +0.5 ptsmolestation +0.5 ptsfood poisoning +0.3 ptsfire incident +0.3 ptsfire explosion +0.3 pts
AI verdict · codex · ground-checked

Indore's civic risk is shifting toward health and lethal everyday hazards. Public health took a bigger slice of the city's news (up 5.3 points), while road-safety accidents rose 2.2 points; homicide was the fastest-growing specific problem, up 5.61 points.

WATCH Watch whether water contamination, homicide and traffic accidents keep gaining attention.
Open the full data →

17,179 pieces of news reported

Health

What diseases are rising?

Rising: swine flu, waterborne disease outbreak, viral outbreak.

signalnews reported2024–26 trend
disease outbreak187▼ receding
pandemic outbreak42▼ receding
coronavirus outbreak27▼ receding
swine flu12▲ rising
waterborne disease outbreak11▲ rising
swine flu outbreak10— flat
viral outbreak10▲ rising
Public-health coverage by year
2026: 32420172026324
AI verdict · codex · ground-checked

Broad outbreak pressure is receding, but the remaining edge is worrying: disease outbreaks are easing, while swine flu, waterborne disease and viral outbreaks are rising. Local news recorded 187 disease-outbreak items, alongside 12 swine-flu mentions and 11 waterborne-outbreak mentions.

WATCH Watch whether swine flu and waterborne illness continue rising as broader outbreaks recede.
Open the full data →

disease signals drawn from local news coverage

Money & governance
Public money

What projects is my government investing in?

transport leads 302 tracked announcements — development-authority land purchase, Smart City works and national-highway tenders anchor the money trail.

Announcement themes
transporttransport: 6161urban housingurban housing: 3939social welfaresocial welfare: 3838economy industryeconomy industry: 3636waterwater: 2727otherother: 2626agricultureagriculture: 2121
Largest place-directed announcements
datethemelevelamountwhat
2025-12transportstate / province800 croreMadhya Pradesh state government allocated 800 crore for the underground metro project in Indore…
2016-05waterlocal800 crore INRThe Indore Municipal Corporation sought 800 crore INR from the Centre under the Atal Mission for Rej…
2023-02economy industrylocalRs 750 CroreThe Indore Municipal Corporation issued a list of top 20 property tax defaulters and offered up to 1…
2023-03energystate / provinceRs 730 croreMadhya Pradesh state government provided a subsidy of approximately Rs 730 crore over one year to pr…
2020-02transportnationalRupees 728 croreThe Ministry of Corporate Affairs increased its budget allocation by Rs. 728 crore for the 2020-21 f…
2023-03transportnational700-1,000 croreIndia plans to bid out 7-8 multi-modal logistics parks with private investment exceeding 700-1,000 c…
AI verdict · codex · ground-checked

Government money is transport-first, but the wider agenda is balanced. Transport leads with 61 announcements, and Madhya Pradesh allocated 800 crore for Indore's underground metro; housing, welfare, industry and water form the next tier.

WATCH Watch whether metro and water allocations become visible delivery.
Open the full data →

amounts are announcement headlines — shown, never summed

Politics

Who runs the political conversation?

2644 statements track Indore politics — communal-coded rhetoric runs 9.6% (India ≈11%, developed median 3.65%).

Loudest voices
Shivraj Singh ChouhanShivraj Singh Chouhan: 269269Mohan YadavMohan Yadav: 135135Narendra ModiNarendra Modi: 122122Kailash VijayvargiyaKailash Vijayvargiya: 9898Sumitra MahajanSumitra Mahajan: 6868Rahul GandhiRahul Gandhi: 5353
Stance mix
supports · 878opposes · 623condemns · 487proposes · 408accuses · 103endorses · 97
AI verdict · codex · ground-checked

Indore's political conversation is leader-driven and somewhat less communally framed than the typical Indian-city comparison. Of 2644 tracked statements, 9.6% carry religious or communal framing versus 11% typically; Shivraj Singh Chouhan is the loudest voice, followed by Mohan Yadav and Narendra Modi.

WATCH Watch whether concern over contaminated samples displaces cleanliness and farmer-welfare messaging.
Open the full data →

from political statements naming the city

Economy & work
Jobs

What companies are hiring?

Kotak Mahindra Bank Limited leads 5,518 tracked postings; top advertised role: Business Development Executive.

Top hiring companies
Kotak Mahindra Bank LimiteKotak Mahindra Bank Limited: 154154DHL Aero ExpresoDHL Aero Expreso: 105105AccentureAccenture: 101101Axis BankAxis Bank: 9191TuringTuring: 8080Endeavor IT SolutionEndeavor IT Solution: 7373Cyber Infrastructure (Cis)Cyber Infrastructure (Cis): 6767Infosys LimitedInfosys Limited: 6464
Hiring volume by month
2026-08-01: 2952021-022026-08295
AI verdict · codex · ground-checked

Indore hires like a banking-and-technology city. Across 5518 openings, Kotak Mahindra Bank Limited leads with 154, followed by DHL Aero Expreso at 105; Accenture, Axis Bank, Turing, local IT firms and Infosys broaden the field.

WATCH Watch whether technology recruiters deepen hiring beyond sales-heavy roles.
Open the full data →

5518 job postings tagged to the city (a floor, not a census)

Jobs

What skills are available?

Most-demanded skills: sales, python, javascript.

Most-demanded skills
salessales: 411411pythonpython: 390390javascriptjavascript: 310310communication skillscommunication skills: 282282javajava: 279279communicationcommunication: 278278lead generationlead generation: 236236gitgit: 227227sqlsql: 217217dockerdocker: 178178
AI verdict · codex · ground-checked

Indore's skill market rewards commercial fluency as much as code. Sales leads employer demand at 411, followed by Python at 390 and JavaScript at 310; communication, lead generation, Git, SQL and Docker complete a practical mix.

WATCH Watch whether SQL, Docker and Git move closer to the leading languages.
Open the full data →

demand-side signal (what employers ask for), not a resident skill census

Economy

Which industries dominate?

Registered economy: information technology and services, computer software, financial services lead 3,856 tracked companies · biggest tracked employer: Onkar Enterprises.

Registered companies by industry
information technology andinformation technology and services: 465465computer softwarecomputer software: 247247financial servicesfinancial services: 169169marketing and advertisingmarketing and advertising: 153153education managementeducation management: 143143food & beveragesfood & beverages: 137137internetinternet: 137137food productionfood production: 107107
Street economy — mapped places
Software companySoftware company: 630630ManufacturerManufacturer: 602602Corporate officeCorporate office: 472472UnclassifiedUnclassified: 234234Clothing storeClothing store: 132132Hardware storeHardware store: 104104Construction companyConstruction company: 9999StoreStore: 9292
AI verdict · codex · ground-checked

Indore is an economic all-rounder rather than a one-sector town. Technology and retail score 10/10, while manufacturing and healthcare score 9/10; education, sustainability and logistics add real breadth across local news, company records and mapped businesses.

WATCH Watch which of logistics, sustainability and manufacturing turns breadth into durable growth.
Open the full data →

company registry (startup-skewed) + mapped business places

Economy

Is this city good for manufacturing?

Emerging Base (1/4 signals) — each signal below is a live threshold that can fail.

  • 363 of 3856 registered startups/companies (9%) are manufacturing-adjacent
  • 760 street-level manufacturer/industrial places on Google Maps
  • infrastructure news share falling (down 0.1 points)
AI verdict · codex · ground-checked

Indore has an emerging industrial base, not yet a manufacturing-led economy. Manufacturing-adjacent firms are 9% of tracked companies, while 760 street-level industrial places give it visible depth; infrastructure coverage is slightly shrinking, down 0.1 points.

WATCH Watch the new inland container depot and planned plant expansion for evidence of industrial follow-through.
Open the full data →

computed verdict — each signal is a live threshold that can fail

Startups & capital
Startups

Is there VC activity?

181 of 3,856 tracked companies have raised outside money — #2 among its peer set.

Funded startups — peer cities
JaipurJaipur: 402402IndoreIndore: 181181LucknowLucknow: 111111NagpurNagpur: 108108BhopalBhopal: 8181
AI verdict · codex · ground-checked

Venture funding exists but remains a thin layer. Only 181 of 3856 tracked companies have ever raised outside money, while just 59 are at seed; most of the stage mix is unfunded or deadpooled.

WATCH Watch whether seed-stage firms graduate into repeat funding rather than joining the shutdown count.
Open the full data →

round amounts sparse for tier-3 cities — counts shown, dollar totals withheld

Startups

Is a startup ecosystem forming?

Formation is real — 1417 companies founded since 2018 — but capital progression is weak: deadpool 14.9%, and stages are dominated by Unfunded.

Companies founded by year
2025: 372008202537
Stage distribution
Unfunded · 2100Deadpooled · 577Funding Raised · 71Public · 61Seed · 59Acquired · 25
AI verdict · codex · ground-checked

Indore's startup pipeline is energetic but fragile. Since 2018, 1417 companies were founded, yet 14.9% of all tracked companies have shut down; only 59 sit at seed, while the stage mix is dominated by unfunded and deadpooled firms.

WATCH Watch whether recent founders survive long enough to move beyond seed.
Open the full data →

gate: ≥150 companies & ≥20 recent founds — passed (3856/1417)

The knowledge engine
Research · Prism stance layer

What research is done IN Indore?

Indian Institute of Technology Indore leads ≈12,607 estimated works. 65% of oriented output reads promising/breakthrough — clusters in machine learning, deep learning, mathml.

Institutions (papers in sample)
Indian Institute of TechnoIndian Institute of Technology Indore: 1,0431,043Devi Ahilya VishwavidyalayDevi Ahilya Vishwavidyalaya: 385385Indian Institute of ManageIndian Institute of Management Indore: 283283Raja Ramanna Centre for AdRaja Ramanna Centre for Advanced Technology: 176176
Research orientation
promisingpromising: 732732breakthroughbreakthrough: 443443descriptivedescriptive: 342342problem identifyingproblem identifying: 136136comparativecomparative: 7272cautionarycautionary: 4545criticalcritical: 3131
Opportunities (promising + breakthrough)
Machine Learning · 34Deep Learning · 21MathML · 16Artificial Intelligence · 14Sustainability · 12Climate Change · 9Material Science · 9
Cautions (cautionary + critical)
Artificial Intelligence · 3COVID-19 · 3Extrensic Curvature · 2Universum · 2University · 2Astronomy · 2Sustainability · 2
Problems flagged
Sustainability · 6COVID-19 · 5Artificial Intelligence · 5Emerging Markets · 3Cybersecurity · 3Machine Learning · 3Healthcare · 3
AI verdict · codex · ground-checked

Indore is a genuine research city, led decisively by IIT Indore. The local sample contains 1801 papers, including 1043 from IIT and 385 from Devi Ahilya Vishwavidyalaya; machine learning and deep learning are leading areas, while most work is tagged promising or breakthrough.

WATCH Watch how artificial-intelligence work balances strong promise with its caution flags.
Open the full data →

figures marked ≈ are scaled estimates from a partial sample · Prism stance layer over 2017+ papers

Research · Prism stance layer

What research is done FOR Indore?

Narrower but distinct: 367 title-matched works study Indore itself — led by global maternal and child health, diverse scientific research studies, global health and epidemiology.

Top topics in city-focused research
Global Maternal and Child Global Maternal and Child Health: 77Diverse Scientific ResearcDiverse Scientific Research Studies: 77Global Health and EpidemioGlobal Health and Epidemiology: 44Liver Disease Diagnosis anLiver Disease Diagnosis and Treatment: 44Agricultural Economics andAgricultural Economics and Practices: 44Pregnancy and preeclampsiaPregnancy and preeclampsia studies: 33Global trade and economicsGlobal trade and economics: 33South Asian Studies and CoSouth Asian Studies and Conflicts: 33
Works about the city by year
2026: 8200020268
AI verdict · codex · ground-checked

Research on Indore is much smaller and heavily medical. The sample contains 367 papers, with maternal and child health at 7 and global health and epidemiology at 4; liver disease, pregnancy and preeclampsia reinforce the health tilt alongside smaller agriculture and trade themes.

WATCH Watch whether city-focused research catches up with Indore's transport and civic pressures.
Open the full data →

papers whose title or entities mention Indore (any author location) · partial sample · distinct from research done at the city's institutions

The pulse
News pulse

What is the news saying?

News attention is 59% negative-toned (typical for city civic coverage) — the volume trend tracks total attention on Indore.

Monthly news-feature volume
2026-05-01: 12023-012026-051
AI verdict · codex · ground-checked

The news pulse is bruised: 59% of coverage reads negative. Recent attention surged around infrastructure and housing (up 208%) and accidents (up 207%), while healthcare attention collapsed; Indore is talking more about building and immediate safety than illness.

WATCH Watch whether the infrastructure surge brings better delivery or simply more disruption.
Open the full data →

from location-tagged news · sentiment skew is a property of news, not the city