Enterprise AI Engineering

Work that speaks for itself.

Regulated environments, air-gapped AI, legacy systems, real-time decisions, and more. We're sharing what we built, and what it changed.

240M pages
reviewed and redlined in place, inside Word
1B+ / day
users active on infrastructure we built
10K / day
emergency calls handled, in six languages
3 mo → days
accreditation prep cycle, shorter and smoother
Tell us what you want built See the work

Modern AI is magic. We will ship a working PoC in weeks days.

Flagship case studies

Launch Yours
01 LegalTech · Our IP

An AI work suite inside Microsoft Word

Reads, redlines, and edits 200-plus-page legal documents in place inside Word, holding context across the whole file over multiple passes. It competes with Harvey and Legora.

200+ pages
held in context per pass
In-place
edits directly inside Word
Days → minutes
corporate-playbook adherence
10% token spend
compared to frontier LLMs
pass 1 pass 2 pass n procurement contract

Multi-pass edit loop, whole-file context

02 Corporate real estate · Saltmine

Agentic workflows inside a live enterprise platform

NLP-driven guideline management that builds configuration from documents and plain language, plus fully digital compliance checks against regional codes. Both run inside the product itself.

Months → 10min
compliance review
2 x Fortune500
enterprises landed
“Superlinear became a force multiplier for us at Saltmine; streamlining engineering, cutting costs, and helping us win clients.”
Anuradha Vasudeva · GM, Saltmine
CRE Platform Docs + plain language Regional codes Guideline config Compliance check Config + pass / fail

Agentic pipeline, embedded in-platform

03 Data intelligence · $1B+ AUM Enterprise

AI-native management control plane over 16 years of legacy systems

One interface now answers questions and acts across internal systems, launching campaigns, sending email, running HR processes, and clearing financial approvals.

Days → minutes
approvals, reports, proposals, all sped up
Runs the business
the promoters operate here instead of Teams
AI interface MS SQL HR Finance Email Campaigns 16 years of legacy systems

One interface, fan-out to legacy systems

04 Autonomous systems · Undisclosed

Air-gapped model delivery and retraining for autonomous fleets

Model delivery with a continuous retraining loop for autonomous vehicle fleets, deployed in private, on-prem environments where the data can't leave the building. Public-SaaS defaults were never an option, so the constraints shaped the architecture from the first sprint.

Air-gapped
on-prem, data never leaves
At the edge
MLOps on the vehicle
air-gapped · on-prem Fleet Telemetry Retrain Deploy

Retraining loop, inside the boundary

05 FinTech · One of India's largest jewellery houses

An automated jeweler-financing decision engine

Runs a revenue-based finance and inventory-financing program end to end: eligibility gating, cash-flow underwriting, capital sizing with revenue-sweep calibration, and a probation ladder into inventory financing.

End to end
gate → underwrite → size → allocate
Live signals
POS + RFID, dynamic rebalancing
Eligibility gate Cashflow underwriting Capital sizing Inventory allocation + 180-day liquidation countdown

Decision pipeline, gate to allocation

More from the team

Other AI we've shipped.

A sample of other production and pilot work. Same discipline. Same impact.

Banking & Wealth 2 Advisors → 100+

An AI what-if simulation engine

Split a monolith into multi-tenant microservices, exposed analytics as an MCP server, and built a plain-language what-if engine. Advisors convey portfolio strategy live on call; operations scaled from two people to hundreds.

  • MCP server
  • Microservices
  • Simulation
EnergyTech 10M / day

India-scale data layer, with fast AI POCs

Re-architected the data layer to sustain 10M daily users and close to a million requests a minute, launched alongside the BHIM/UPI integration. It now underpins the company's entire AI portfolio.

  • Data platform
  • Scale
  • AI POCs
Entertainment Multimodal

Personalized launch campaigns

Custom video, voice, and interactive journeys for a major streaming platform's launch campaigns.

  • ElevenLabs
  • Higgsfield
  • Video
FinTech · Tradomatix < 1.5s voice

A real-time AI video support agent

Photorealistic avatars with sub-1.5-second voice, answering support live over video.

  • WebRTC
  • ElevenLabs
  • HeyGen
RegTech Rules engine

An ad-creative compliance checker

Validates mortgage marketing creative against regulatory guidelines before it ships.

  • LangGraph
  • Compliance
Real estate · Godrej Properties 3-D + voice

Photorealistic AI property tours

AI property tours with a live voice assistant that answers questions during the walkthrough.

  • 3-D
  • Voice
GovTech 6 languages

A multilingual emergency voice agent

A six-language voice agent for a national emergency line, handling 8–10K calls a day and filing an automated incident report after every call.

  • Voice
  • Twilio
  • Real-time

Testimonials ❤️

Chetna Chadha

Chetna Chadha,
CEO & Founder
@ SilverFern Digital

Superlinear provided exceptional tech and AI leadership for our complex UAE project, stepping up to guide our developers and coordinate with our CRM vendor. The team helped us throughout the entire journey from solution design to implementation, and remained available for guidance even after our engagement. Extremely helpful, easygoing, and a lot of fun to work with.

Anuradha Vasudeva

Anuradha Vasudeva,
General Manager
@ Saltmine

Superlinear became a force multiplier for us at Saltmine. Streamlining engineering, cutting costs, and helping us win clients, all while raising the bar for team ownership and delivery. We would work with them again as opportunity presents.

Ujjwal Thaakar

Ujjwal Thaakar,
Co-Founder & CEO
@ Bharosa Club

Superlinear stabilized our core system, created the end state design and laid the foundations for our next stage of building. They added real security with tenant isolation and encryption, and made sure data from different providers actually flowed cleanly. Our deployments stopped breaking, and the team could finally focus on features instead of fire drills.

Sandeep Devaram

Sandeep Devaram,
Co-Founder, CPO
@ CoLearn

Swanand navigated the line between "be hacky" and "build for the long term" very well, allowing us to execute quickly when needed and maintain reliability. He is also great at identifying and nurturing talent, pushing boundaries, and rallying troops even in ambiguity — startups don't always have the luxury of clarity.

Glenn Vanderburg

Glenn Vanderburg,
GM & Eng. Director
@ Nubank

Swanand was a trusted and capable colleague I could count on to tackle our most difficult technical challenges. I often consulted him about challenging problems. Back then, I saw that Swanand had leadership potential, and in following his career since 2019, I've been glad to see that he has developed those leadership skills.

Varun Mayya

Varun Mayya,
Founder & CEO
@ AEOS

Swanand is a master of pedagogy and understanding what students need to transform themselves from programmer to engineer. If you want to learn the foundations of software engineering, nobody better than Swanand!

A fast PoC is the best alignment.

  1. 01

    Pick a use-case, set the bar

    Bring one idea and the metrics that make it worth doing. You decide what “good enough to sign” means before we start.

  2. 02

    We build the proof, ship it in days

    A fixed-scope PoC on your data, with our tools. Our last one wrapped up in a weekend.

  3. 03

    You sign paperwork on the result

    We meet the agreed success criteria, and move to production. No we-send-you-review back-n-forth.

Your bar the metric you decide upfront
Clears

We sign. Straight to production.

Misses

You keep the build. $0.

Either way, you walk away with working software.
Kickstart the PoC

The default path runs through the pilot purgatory. This is the way around it.