For diagnostic labs

You find out a report is late from the angry doctor who ordered it.

An engineer sits at your front desk and your reporting bench - not on a call. Working demo by day 7, in your lab by week 3, a measured TAT-compliance number by week 8. Built on your test panels, your referrers, your SLAs - not a template.

No analyzer interface needed to start Pune · Indore · Nashik labs NABL-ready audit trail & IQC
Reports in flight · today live
LAB-4471Lipid Profile +38m
LAB-4478HbA1c 41m left
LAB-4486CBC 2h 10m
14 in flight · 2 breaching <2h92% on-time wk
WhatsApp ping sent to Dr. Mehta - report ready before the call.
278 min
median total turnaround time - and ~74% of that delay is non-analytical (handoffs & verification), not the analyzer.
AIIMS Patna · 201,552 samples · PubMed 41635349
16% → <3%
outpatient report delay at a Delhi lab once the loss was made visible - 18% of delays were "sample not received."
BMJ Open Quality · bmjopenquality.bmj.com
60-70%
of patients never return for their next test. The chains already retarget your patients on WhatsApp - inaction hands them over.
ReviewsFlow · reviewsflow.in
The hero problem · sample tracking & TAT breaches

Right now, a late report is invisible until the patient, or their doctor, calls to chase it.

TAT is the one number every lab feels daily, and 88% of Indian labs already track it, on a register nobody watches. The delay isn't the machine: it's the sample sitting un-received, the result keyed but un-verified, the report signed but never sent. This board is the spine of the whole OS: every barcode scan that powers it also powers report delivery, referrer attribution, and inventory.

Where the time actually goes

The loss is in the handoffs - exactly what software fixes.

At AIIMS Patna, across 201,552 samples, the median TAT was 278 minutes and ~74% of it was pre- and post-analytical - registration, transport, verification, delivery. A Delhi non-profit found 18% of report delays were simply "the sample was not received" - a pure tracking failure - and cut delay from 16% to under 3% once they could see it.

~74%of total TAT delay is non-analytical - handoffs & verification, not the analyzer run.AIIMS Patna · PubMed 41635349
18%of delays were "sample not received" - invisible without scan-in tracking.BMJ Open Quality
88%of Indian labs monitor TAT but rarely separate STAT vs routine and lack the IT to act.Plebani APAC survey · PMC6052724
What we'd ship in week one

A live board, keyed off the barcode scan at every station.

Each test panel carries its configured TAT SLA. As a sample is scanned Registered → Collected → Received → Run → Verified → Delivered, its clock counts down. Approaching breach flips amber; breached flips red and pings the lab in-charge on WhatsApp before the doctor calls. A "sample not received" alarm fires when an expected sample hasn't been scanned-in within its window.

Honest about the spine The board runs on barcode scan events - a label printer + a phone camera, small capex but a real workflow change the lab must adopt. The win is measured (Delhi went 16%→<3%), but it's behaviour change, not magic. Result values can be keyed in manually on day 7 - no analyzer interface required to light this up.
Live TAT board · Dr. Patel Pathology, Pune · 17/06/2026 · 14:42 Concept - what we'd ship in week one
2
breaching in next 2h
5
approaching SLA
92%
on-time this week
14
samples in flight
Sample · panel
RegCollRecdRunVerifDeliv
SLA clock
LAB-4471Lipid Profile · Dr. Mehta
held
+38mSLA breached
LAB-4478HbA1c · Apollo Clinic, Koramangala
on run
41m leftapproaching
LAB-4480LFT · Home collection, Aundh
not recd
2h 50mno scan-in
LAB-4486CBC · Walk-in
on run
2h 10mon track
LAB-4490Thyroid (T3/T4/TSH) · Dr. Rao
to send
send nowsigned · undelivered
ALARM · Biochem analyzer down 22 min - 3 Lipid / LFT panels held, downstream TAT at risk. AMC call logged.
Where TAT was lost · last 7d
Pre 41% Run 26% Post 33%
74% of delay is non-analytical handoffs.
"You find out a report is late when the patient calls. This screen shows you every late report two hours before they call - and tells you exactly which step lost the time."
Reports typed by hand, delivered on a personal number

The result is keyed, the report is signed - and then it just sits.

Manual report typing is a real risk - post-analytical (typographical) errors are 65% of all reporting errors in a 10-year NABL audit. And patients walk back in to find reports not ready, swamping the front desk with the same three status calls. We auto-build the report from result entry (reference ranges + abnormal flags applied, killing transcription), and the moment the pathologist signs, fire a WhatsApp utility-template with the encrypted PDF - to the patient and the referrer, in their language.

Reuses The patient-comms plumbing is the Dental OS WhatsApp engine - already shipped.
WhatsApp-first delivery cut support load 47% in one quarter · richautomate.in
Sample → report → WhatsApp · LAB-4490Concept
Dr. Patel PathologyLAB-4490
LAB4490·17/06/2026
TSH6.8 µIU/mLHigh
Free T40.9 ng/dLNormal
Free T33.1 pg/mLNormal
Dr. S. Patel, MD · verifiedSign & deliver
The cash leak nobody can see until month-end

Referral cuts live in a notebook, and add-on tests vanish before billing.

A real Pune-style pathology chain ran referral arrangements "in personal notebooks" - month-end reconciliation took 2-3 days and still triggered disputes with the biggest referrers; add-on tests ordered mid-collection "vanished" before the invoice. Every accession is tagged to a referrer at registration; the system keeps a per-referrer ledger on their rate card, auto-computes commission daily (add-ons included), and flags unbilled tests before day-end. One-tap WhatsApp the monthly statement.

Automated reconciliation cuts accounting workload ~80% · woctor.com/LabPlix
Referrer ledger · June 2026Concept
ReferrerTestsGross ₹Commission ₹Status
Apollo ClinicKoramangala · 12%2143,28,40039,408₹39,408 due
Dr. R. MehtaGP · ₹/test card961,12,75014,400
Aundh Collection CtrB2B · 18% rate4385,91,2001,06,416₹1,06,416 due
Dr. S. IyerEndo · 10%6184,3008,430
4 partners809₹11,16,650₹1,68,654₹1,45,824 due
7 add-on tests today captured at result-entry, not yet billed - ₹9,250 at risk Push to billing →
Reagents on a spreadsheet, or not at all

You either bin expired reagent or run out mid-day and stall every pending test.

Small labs track reagents on Excel or by feel - two costed failures: expired-reagent wastage, and unexpected stockouts that stall tests and feed the TAT board red. We hold batch-level stock with lot + expiry capture, suggest FEFO picks, auto-deduct when a test reports, and fire low-stock / expiry alerts on WhatsApp with a reorder suggestion. The lot/expiry log doubles as NABL evidence.

FEFO expiry management cuts reagent waste up to 40% · clinikpe.com
Reagent inventory · FEFOConcept
HbA1c cartridgesLot HB-2291
8
exp 22/06
Lipid reagent kitLot LP-5510
3
exp 09/07
CBC diluentLot CB-1184
26
exp 14/11
LFT control serumLot CS-0420
14
exp 28/06
HbA1c cartridges expiring in 5 days & below reorder level - FEFO: use Lot HB-2291 first reorder ×2
Lipid reagent kit below reorder level - at current run-rate, stockout in ~2 days
Said plainly · what's hard, and what we won't fake

The honest edges are the reason to trust the rest of the page.

A lab is a trust business. So here are the four places we'd refuse to oversell in your week-one demo - each is a real constraint, and saying so up front is the point.

Analyzer / LIS interfacing is paid, per-instrument phase 2 Auto-populating results needs the analyzer to speak ASTM / HL7 / LIS-bidirectional over serial or TCP - and each model is its own integration. Many SME labs run older or open-channel analyzers with no interface at all. So day 7 ships with manual / CSV result entry - genuinely useful: it still removes transcription via auto reference-range flags and fully powers the TAT board. Interfacing is a costed phase 2, not a week-one promise.
WhatsApp is the official API + DPDP obligations Report delivery runs on the Meta WhatsApp Business API with approved utility templates and per-conversation cost - never a personal number. Reports carry PII, so we build to the DPDP Act 2023 / IT Rules 2021 from day one: consent, encrypted-PDF pattern, one lab tenant as controller-of-record. Personal-WhatsApp delivery is a hard compliance fail; we don't demo it that way.
"NABL-ready," not "NABL-accredited" Software produces the audit trail, IQC charts (Levey-Jennings + Westgard) and quality-indicator reports that make accreditation feasible - but it cannot accredit a lab. Assessors still inspect SOPs, competence and physical conditions. With under ~2% of India's 1.3 lakh labs accredited, this is a real upsell - sold honestly as accreditation-ready.
Barcoding & cold-chain need hardware + adoption The TAT spine needs a label printer + a scanner (or phone camera) - cheap, but a small capex and a real workflow change the lab must adopt. Cold-chain routing can sequence and time-flag breaches, but true temperature assurance needs cold boxes / IoT loggers. Software flags the breach; it doesn't prevent it. We're explicit about what's behaviour change versus what's code.
Shipped Dental OS live · in production reused ~1:1

The patient-recall engine isn't new - it's lifted straight from our Dental OS.

A 6-month dental check-up recall is the same machine as a 6-month HbA1c recall: same cadence logic, same WhatsApp opt-in/STOP plumbing, same SME owner running the front desk on a register. 60-70% of patients never return for their next test, and a reminder cadence lifted repeat-test conversion 27% → 46% at a Chennai chain. For labs, this is asset reuse - not a fresh build - which is exactly why we can ship a working recall queue in week one.

Dental: 6-mo check-up Lab: HbA1c +90d WhatsApp opt-in / STOP same engine "book home collection" deep link reused
Same engineer, same cadence

And once we're in your lab, we'd also build -

You've read one problem in full and seen three more. These are the next ones we hear most from labs in Pune, Indore and Nashik - each a real ask with a real number behind it, not a capability padding the page.

01

Registration & barcoding front door

One-pass patient + panel entry, auto accession ID, printed barcode per tube, scan-to-accept. A mandatory-field gate kills the 74-94% incomplete-requisition problem at source.

02

IQC + NABL quality-indicator report

Enter control values → auto Levey-Jennings + Westgard flags, block release if QC fails, two-level authorisation, one-click assessor report (TAT %, rejection %, redo %).

03

Repeat-test recall queue

The Dental OS engine, retargeted: patients due this week by panel, one-tap WhatsApp reminder with a "book home collection" link, conversion tracker. 27%→46% proven.

04

Home-collection routing & dispatch

Auto-assign phlebotomist by zone, cluster appointments, sequence a route, patient ETA on WhatsApp, barcode-at-the-door collection that feeds the TAT board the instant blood is drawn.

05

GST billing, dues & payment links

B2B-credit + partial-payment tracking, WhatsApp payment links, an outstanding-dues dashboard by patient / referrer / centre - feeding the same ledger as commissions.

06

Multi-branch owner console

For the lab + N collection centres: branch-tagged volume, revenue, TAT % and dues in one consolidated view, single sign-on, role-based access - replacing the spreadsheet that holds the chain together.

Shipped vs. concept - said plainly

Two of these are in production. The lab board is proof of how we think.

We won't blur the line, because in a trust business blurring it once poisons everything. So here it is, first-class: what's live today, and what's a concept we built to show our reasoning before you've signed a thing.

Shippedlive · in production

Dental OS & Machine Monitor

A full healthcare-clinic operational stack - appointments, records, billing and the WhatsApp recall engine the lab page reuses ~1:1 - plus a Machine Monitor running on a 20-year-old factory floor. Real users, real clinics, today.

The credibility bridge: labs are the next-door extension of muscle we already own.
Conceptspec'd, not yet built

The TAT board & lab mocks on this page

The live TAT dashboard, the sample-to-report flow, the referrer ledger, the FEFO inventory - concepts, and we'd rather say so. The fact that we can spec your lab this precisely before signing is the point: it's our opening move, not our ceiling.

Proof of how we think - your week-one demo would be real, on your panels.
The invitation

Your hardest problem isn't on this page? That's the point.

This page shows the TAT board and three more. Your lab has its own worst one - a referrer dispute, a NABL audit you keep deferring, a STAT panel that's always late. Bring it. We'll have a working demo in seven days.