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11 industries · vocabulary we already speak

We arrive knowing what TSR, OEE and bucket-1 roll-forward mean

Domain knowledge is not a slide in a proposal. It is the difference between a six-week discovery and a three-day one, and between a system that models your process and a system your team works around. These are the industries where we have shipped enough to skip the education phase.

QuarryRaw MillPreheaterRotary Kiln · 1450°CCoolerCement MillEOD KPIs AURA COMPUTES AUTOMATICALLYClinker TPD9,420Sp. heat kcal/kg712TSR %18.6kWh / t cement68.4WHR share23%Kiln availability96.1%
03 · 5 sectors

Services, commerce & regulated

1Appointment2Registration3Consult4Diagnostics5Pharmacy6Billing & ClaimONE PATIENT RECORD — ABDM-ready, audit-logged, role-scopedAvg. wait38 → 12 minClaim rejection9.4% → 2.1%Report TAT6h → 45 minNo-show rate18% → 7%

Healthcare & Diagnostics

Patient journey systems, diagnostics workflow, claims and ABDM-ready records for hospitals, clinics and pathology chains.

38 → 12 min
Average OPD waiting
9.4% → 2.1%
Claim rejection
6h → 45m
Routine report TAT
−61%
No-show rate
FUNNEL — 30 days, attributed to sourceSessions148,200Product views91,800Add to cart35,600Checkout16,300Paid orders10,970Repeat in 90d4,590Each step instrumented server-side — ad blockers and iOS privacy do not blind the numbers.

Retail, D2C & Distribution

Omnichannel commerce, distributor and dealer systems, inventory across channels, and the analytics that show true contribution margin.

0
Overselling incidents
+64%
Conversion rate
2.3x
Repeat purchase rate
−28%
Fast-mover stock-outs
Admissionsenquiry → enrolmentLMScourses · assessmentsFeesplans · remindersStudent 360one record, K-12 to alumniParent appattendance, resultsFaculty consoleplanner, gradebookEarly-warning AIat-risk students flagged

Education & EdTech

Admissions, learning platforms, fee management and parent communication for schools, colleges, coaching institutes and training providers.

+38%
Enquiry conversion
−74%
Fee follow-up effort
94%
Parent app adoption
6 wks
Earlier at-risk detection
Onboardinge-KYC, PAN, penny-dropUnderwritingrule engine + bureauDisbursalmaker–checkerServicingEMI, NACH, statementsCollectionsbucket-wise strategyNON-NEGOTIABLE CONTROLSImmutable audit trailFour-eyes approvalData residency in IndiaEncryption at rest + in transitQuarterly VAPT

BFSI & Financial Services

Lending workflows, collections, onboarding and reporting for NBFCs, cooperative banks, brokers and insurance intermediaries — built to audit standard.

4 days → 6 hrs
Decision turnaround
−29%
Bucket-1 roll-forward
100%
Actions audit-logged
2 days
Inspection preparation
The MenuQR · multilingual · allergen-taggedKosha Mangsho₹ 420Daab Chingri₹ 560Luchi & Cholar Dal₹ 210Bhetki Paturi₹ 480Mishti Doi₹ 120POS + KOTkitchen display syncAggregatorsSwiggy · Zomato menu syncTable bookingWhatsApp confirmFood cost enginerecipe → theoretical vs actualLoyalty & win-backvisit gap → auto campaignOutlet P&Ldaily, per outlet, per daypart

Hospitality & Restaurants

Branding, ordering, food cost control and outlet analytics for restaurants, cafés, cloud kitchens and hotel groups.

+11%
Average order value
−4.2 pts
Food cost percentage
−38%
Aggregator menu errors
2.4x
Repeat visit rate
Not on the list?

Domain depth is learnable. Pretending is not.

If your sector is not here, we will say so on the first call and tell you honestly how long it would take us to become useful in it — or recommend someone who already is.

01DiscoverWorkshops, tag inventory, success metrics02ArchitectDiagrams, data contracts, risk register03DesignStoryboards, design system, prototypes04BuildTwo-week slices, demo every Friday05HardenLoad, security, accessibility, parallel run06OperateHypercare, SLA, quarterly roadmap
Why sector experience matters

What domain knowledge actually buys you

Sector experience is claimed by every supplier and means very little on its own, so it is worth being specific about where it changes an outcome and where it does not. It makes almost no difference to the quality of the code. It makes an enormous difference to the specification, which is where projects are actually won and lost.

A team that has built for a cement plant before knows to ask about the difference between the weighbridge reading and the despatch note before designing the despatch module, because that discrepancy exists at almost every plant and determines the whole reconciliation design. A team that has not built for one will design something reasonable, discover the discrepancy in week nine, and rework it. The cost of that rework, repeated across a dozen small domain facts, is the real cost of hiring a generalist.

The same applies to what gets left out. Experience tells you which requested features are genuinely used and which are asked for in every requirements workshop and then never touched. Being able to say that a particular report has never once been opened in three previous implementations saves a client money and saves us building something that will be maintained forever for no reason.

Where we have no sector experience, we say so. Domain knowledge is learnable and we have learned several, but the learning takes weeks and somebody pays for those weeks. Pretending otherwise on a first call is the most common form of dishonesty in this industry, and it is the reason so many enterprise projects arrive at their go-live date with a system that models the industry rather than the business.

What it changes

  • Faster, sharper specifications because the right questions get asked in week one.
  • Fewer expensive discoveries in the middle of the build.
  • Realistic advice about which requested features are actually used in practice.
  • Familiarity with the compliance and documentation each sector genuinely requires.
  • Comparisons drawn from similar operations rather than from generic case studies.
Next step

Tell us what is slowing your business down.

A 30-minute call with a senior engineer — not a salesperson. You leave with an architecture sketch and an honest cost range, whether or not you hire us.

Direct line

+91 70033 91355

Mon–Sat · 9:30 AM – 7:30 PM IST · Sealdah, Kolkata

Reply within one working hour NDA signed before any brief Fixed-price option on every scope
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