Ordinity

Fig. 01 t = 0.00

Lorenz attractor, σ = 10, ρ = 28, β = 8/3. The path never repeats, and never leaves its shape.

Fig. 02

The same points, given a grid.

Order inInfinity.

Ordinity is a software studio. We take the messy middle of a business, the orders, prescriptions and invoices that live in spreadsheets and group chats, and build systems that keep their shape as they grow.

Scroll for the work

(01)StudioBengaluru, India

We build the software a business runs on. B2B procurement, Ant Mascot sub-50ms search, Search Infra prescription OCR, Medzimi and bilingual document checks. Fikrabot

(02)Selected workFive products, 2020 — now

Commerce, search, health and paperwork, built and shipped.

01·Commerce
2020 — nowantmascot.com

Ant Mascot

B2B procurement platform and ERP

Ant Mascot supplies Indian offices with everything from A4 paper to Diwali hampers, across sixteen categories. We built the platform it runs on: the ERP behind the warehouse, the storefront its business customers order from, and the search that connects the two.

100k
monthly active users
500+
companies served
16
top-level categories
<4 mo
to move B2B sales online

What we built

  1. 01ERP written from scratch as Python, Node.js and Go services
  2. 02Moved the entire B2B sales operation onto antmascot.com in under four months
  3. 03Recurring office-supply subscriptions with GST-compliant billing
  4. 04Hybrid search and auto-tagging across the catalogue
  5. 05Sampurna Bazaar, a quick-commerce marketplace for households
antmascot.com
Ant Mascot store with category navigation, a promotional banner and rows of bulk-deal collections
Ant Mascot store on a phone with a promotional banner and curated deal rows
02·Infrastructure
Runs on Ant Mascot, Oxyzen

Search Infra

Hybrid search engine

Buyers rarely type what the catalogue calls a thing. This engine reads the query for intent, runs lexical and semantic retrieval together, and tags every product the moment it is uploaded, so there is something worth finding.

<50 ms
per query
2
products running it

What we built

  1. 01Replaced Elasticsearch with MeiliSearch, lexical and semantic in one query
  2. 02Named-entity recognition to pull colour, size, quantity and occasion out of the query
  3. 03Auto-tagging on upload: generates tags, finds overlaps, merges duplicates
  4. 04Tag pages with generated SEO copy
  5. 05Vector embeddings for recommendations and similar items

01 Intent

    02 Lexical

    waiting

    03 Semantic

    waiting

    04 Ranked

    1. 1—both
    2. 2—semantic
    3. 3—lexical
    4. 4—both
    0 ms— / 50 ms budget
    03·Workplace
    iOS, AndroidApp Store

    Oxyzen

    Private social network for companies

    An internal feed where employees post updates, give feedback and write down how their work gets done, closed to everyone outside the company. Every company gets its own database shard. Every phone learns its owner's writing for autocomplete without sending a keystroke to the server.

    1:1
    database shard per company
    0
    keystrokes sent to the server for autocomplete

    What we built

    1. 01Multi-tenant, with database-level sharding per company
    2. 02Assistant grounded in the company's own posts, re-indexed as people write
    3. 03On-device autocomplete trained on each user's history
    4. 04Company-branded post images from generative models
    5. 05Notification pipeline in Go on SNS and SQS, in each user's time zone
    6. 06Rust CLI for code scanning, deploys and migrations
    oxyzen.app
    oxyzen.app home page: Build your community stronger by knowledge sharing
    Oxyzen feed on iPhone with channel tabs, a video post and an article post
    04·Health
    Androidmedzimi.comGoogle Play

    Medzimi

    One medical app for five kinds of user

    Patients, doctors, pharmacies, labs and medical reps, in one app. A patient photographs a handwritten prescription, Medzimi reads it and searches live pharmacy stock for what was prescribed.

    94.5%
    extraction accuracy on handwritten prescriptions
    5
    roles in one app

    What we built

    1. 01Prescription scanner trained on real doctors' handwriting
    2. 02Medicine search against live pharmacy inventory
    3. 03Paediatric dose calculator from clinical parameters
    4. 04Diet and workout plans from health data, region and calorie targets
    5. 05A community feed shared across all five roles
    Medzimi patient home with medicine search, Scan Prescription and a step counter
    Home
    Quick access grid: health records, diet plan, progress tracker, doctors, labs, pharmacies
    Quick access
    Progress tracker for weight, measurements and progress photos
    Progress
    05·Logistics, compliance
    Webfikrabot.com

    Fikrabot

    Document extraction and verification

    A shipment arrives with an invoice, an airway bill and a permit, often half of it in Arabic. Fikrabot reads every page, works out which fields ought to agree, checks tax numbers with the government, and returns a verdict.

    AR ⇄ EN
    matched in the same flow
    0
    field mappings to configure by hand

    What we built

    1. 01Configurable flows: which documents, which fields, what has to match
    2. 02Verdict engine that pairs corresponding fields without manual mapping
    3. 03Live VAT and GST checks against government APIs
    4. 04Arabic–English translation inside the matching step
    5. 05OCR fine-tuned for mixed Arabic and English documents
    6. 06Several language models in the pipeline, chosen per document type and language
    Click any field to inspect · 3 documents

    Commercial invoice

    EN

    Air waybill

    EN

    تصريح استيراد

    AR

    Check · Invoice no.

    Match

    3 of 3 agree

    INV-24-0817 matched across Invoice, Air waybill, and Arabic import permit.

    (03)Why the nameOrder in Infinity

    Disorder compounds. So does order.

    Every new branch, tax rule or language on the invoices makes last year's shortcut more expensive. Most software is simple at launch and needs a team just to keep it upright a few years later.

    The reverse holds too. Get the data model, the boundaries between services and the shape of the index right, and a system keeps taking on more without losing its form. That is all we mean by Order in Infinity.

    t = 0.00

    t = 0.09

    t = 0.18

    t = 0.27

    t = 0.36

    t = 0.45

    t = 0.55

    t = 0.64

    t = 0.73

    t = 0.82

    t = 0.91

    t = 1.00

    Fig. 03Twelve frames, 144 points in each. Nothing is added or taken away; only the arrangement changes.
    (04)CapabilitiesEnd-to-end software engineering

    We build the entire stack, from first schema to production.

    We are not boxed into a single domain. Whether you need a new product from scratch, an ERP to run operations, an AI pipeline, or a mobile app, we architect, ship, and maintain it.

    Technologies we build with

    Languages · Databases · Search · Cloud · Mobile

    • Go

      Systems & Services

    • Rust

      Systems & CLI

    • Python

      AI & Backend

    • TypeScript

      Full-Stack

    • React & Next.js

      Web & UI

    • Node.js & Bun

      JS Runtimes

    • PostgreSQL

      Relational DB

    • Redis

      Cache & Streams

    • MeiliSearch

      Hybrid Search

    • AWS

      Cloud & Queues

    • Docker & K8s

      Containers

    • iOS & Android

      Native Mobile

    (05)Team2 people

    Small, on purpose.

    The people who scope the work are the people who write it, and the people you call when it breaks.

    • Vaibhav Pathak

      Vaibhav Pathak

      Co-Founder, Engineering

      Distributed systems, search and applied AI. Led engineering at Ant Mascot from the ERP up to 100k monthly users.

      GitHub X Site

    • Shubha Banerjee

      Shubha Banerjee

      Co-Founder

      Cloud-native Go services and event-driven platforms. Ex–Mercedes-Benz engineer with 6+ years in production.

      GitHub LinkedIn

    (06)ContactBengaluru, India

    Has something outgrown its spreadsheet?

    contact@ordinity.com

    A good first email

    What the business does, what is breaking or missing, and when it needs to be different. A few lines is plenty.

    Studio

    Bengaluru, India
    IST, UTC+05:30