The enterprise partner for operating in the AI era.
Underscore embeds AI into the systems, processes, and decisions your enterprise already runs — claims adjudication, loan underwriting, tax workpapers, approval chains.
Built for complex
environments.
Engineering experience
years engineering for regulated industries
Proven track record in security and compliance.
Team footprint
engineers across Kolkata and Mumbai
Senior-reviewed delivery on every engagement.
Products
owned products in production
Platforms we build, operate, and answer for.
Accountability
auditable decision trails
Software delivery has become commoditized.
Enterprise AI enablement has not.
Most technology vendors now offer a build. Few can enter an underwriting desk, a tax practice, or a claims operation; identify precisely which manual step is safe to automate; and produce the evidence an auditor will accept afterward. That is the discipline Underscore has built its practice around.
Conventional Vendors
A redesigned interface delivered as the primary outcome of the engagement.
A mobile or web application delivered as the finished product, independent of the business process it is meant to serve.
The Underscore Way
AI layered onto the systems already in production — your core platform, your document flow, your approval chain — so the same team accomplishes more without a replacement project.
Forward-deployed engineers working alongside your operations team, iterating against the live workflow rather than a specification written in isolation.
Decisions with a full audit trail — every automated step produces a record a regulator, auditor, or client can review.
What we do, and where the first engagement usually starts.
Most engagements start with a queue, a case file, or an approval chain that people work through by hand.
Document Intelligence & Decision Automation
Claims files, loan applications, tax workpapers and contracts come in as documents and leave as decisions, with the reasoning and the source page recorded against each one. We build on Viveka, our own document-intelligence platform, which we operate in production.
AI Enablement of Existing Systems
You do not have to replace a core banking, HR or claims platform to apply AI to it. We add a layer on top of the system you run today, working inside its existing access controls and data-residency terms. Nothing is migrated and nothing is retired.
Content & Brand Production
We write copy and documentation, produce explainer and training film, and build the brand and identity systems that hold them together. Some of this work is commissioned on its own. The rest is written to the same brief as the build it accompanies, so the launch material is ready when the release is.
Forward-Deployed Engineering
Our engineers work from within your operations, underwriting or finance team for the duration of the engagement. They see the exceptions, the workarounds and the spreadsheet holding the process together, and they build against those. A change raised at one sprint review is generally in use by the end of the next.
Regulated & Embedded Systems Engineering
Some automation cannot run in a public cloud. For those clients we engineer device fleets, on-premise deployments and AOSP-based hardware, and we work under confidentiality terms that often cover the client, the data and the deployment itself.
Platform & Product Engineering
Automation usually needs a system underneath it. We build that system and then run it: multi-tenant platforms, mobile applications, and IoT telemetry and control planes. Three of them are our own products, carrying our own uptime obligations, and we have been building this way since 2018.
Enterprises operating a manual process worth automating, and a decision worth auditing.
We focus on sectors where compliance, security, and precision are paramount. Our deployments bridge the gap between complex operational workflows and auditable AI execution.
Insurance & InsurTech
Underwriting files, claims documents and policy evaluation turned into a decision engine with rule gates and human review on the edge cases — not just faster paperwork.
Banking & financial services
Loan files, KYC documentation and reconciliation workflows automated with model routing that respects your data-residency and access requirements.
Tax firms & CA practices
Workpaper preparation, document classification and compliance checklists — the repetitive parts of a tax season handled by AI, reviewed by your practitioners, not replaced by them.
Solar, energy & IoT operators
Fleet telemetry, anomaly detection and operator tooling across distributed sites — proven in production on SolarNets.
Regulated & embedded systems
AOSP-based device fleets and secure, closed-environment deployments — engineering under confidentiality.
Multi-location operators
Restaurants, retail and hospitality groups running order, menu and floor workflows across many sites from one dashboard.
Confidentiality protects our clients.
It does not limit what we can demonstrate.
A significant share of our enterprise work is governed by non-disclosure agreements — the client, the data, and often the deployment itself remain confidential. We do not name clients or display deployments publicly. We do provide the same depth of technical detail we would offer in a due-diligence review: architecture, constraints, and outcome. The three engagements below are representative of work currently under agreement.
AOSP & embedded device engineering
Custom Android (AOSP) builds, over-the-air fleet management, and kiosk- and signage-class hardware, delivered for a client whose device fleet and deployment details remain confidential.
Insurance decision automation
A production LLM-evaluation engine for underwriting, operated under a confidentiality agreement with the carrier. File volume, rule structure, and audit methodology can be discussed without disclosing the client.
Banking & document-heavy back-office automation
Loan and KYC document processing built for a financial-services client whose data-residency terms preclude disclosure. The underlying pattern generalizes even where the client cannot be named.
Where an evaluation requires visibility into a live deployment before an engagement begins, we accommodate this through a reference call or an anonymized architecture walkthrough with a senior engineer, in place of a public case study.
From business requirement
to production with senior sign-off between stages.
Underscore Technology delivers every engagement through five stages, from understanding the business requirement to operating and evolving the system in production — with senior engineering sign-off at each gate.
Understand
We establish the business objective, existing systems, users, constraints and success criteria.
Architect
We define the solution architecture, technology approach, integrations, security considerations and delivery roadmap.
Build
Our engineering teams combine AI-assisted development with established development practices and continuous technical review.
Validate
Functionality, integrations, performance, security and usability are validated throughout the development lifecycle.
Operate & Evolve
Once live, we support optimization, maintenance, enhancements and the continued evolution of the solution.
Software we own, operate, and answer for.
We do not recommend an architecture we have not run ourselves. These three products are why our client engagements hold up under scrutiny.
Employee management, attendance, leave, payroll and statutory compliance in one platform — built in India, and the system we use to run our own payroll.
Documents read, your own decision rules applied as code, and a decision returned with its reasoning attached — cited back to the source document.
Publish to every screen from one dashboard and control each display remotely — live health status per device, in place of site visits.
Representative engagements, and what each demonstrates.
SolarNets
SunnyCal Solar's storefront and Net Designer configurator — content, quoting and installer tooling in one platform, live in production.
Scan To Serve
Consumer-facing ordering built for restaurant floor operations — menus, orders and workflow in one loop.
Underwriting automation
An evaluation engine for life-insurance underwriting: documents in, auditable decisions out, humans on the edge cases.
Loan & KYC document automation
Document classification and decisioning for a financial-services client under NDA — pattern discussed above.
Workpaper & compliance automation
Season-volume document handling for accounting practices — classification and checklist automation reviewed by practitioners.
AOSP fleet deployment
Custom AOSP build and OTA fleet management for a confidential hardware client.
Got Questions?
We've Got Answers
If you're unsure where to start or want to see how we can help, reach out, and we'll walk you through it.
Book an Intro Call
Let's talk through your goals, your timeline, and how Underscore can support your team.
Book a free callUnderscore specializes in enterprise business process automation, document intelligence, and custom embedded systems/AOSP engineering. If you have manual operations, complex document-heavy back-office workflows, or regulated hardware fleets, we are a perfect fit.
We primarily work with mid-market to enterprise companies in regulated and document-heavy sectors like insurance, banking, logistics, and device manufacturing. We also build custom hardware integrations for kiosk-class and kiosk-management fleets.
Yes, frequently. Our Forward-Deployed Engineering model allows our senior engineers to embed directly with your active teams, working within your existing systems, repositories, and workflows without requiring massive platform replacements.
Yes. We design the end-to-end user experience, the decision engine rules, the model-routing logic, and the deployment architecture, followed by complete software and hardware-level implementation and QA.
We do not sell general-purpose consulting or draft static design specs. We deploy senior builders who work on the floor, mapping and writing code against live workflows, using our proprietary platform Viveka to accelerate document and decision intelligence.
Every engagement starts with a discovery sprint. We map your current manual processes, identify bottlenecks, establish target metrics, and deliver an architecture proposal. We only move forward if there is clear ROI.
You will work directly with senior software engineers, systems designers, and AI builders. We do not use junior staff or account-management proxies between you and the builders.
We excel at complex constraints. Whether you need a compliance-hardened Android build or an automated decision pipeline under tight regulatory timelines, our team is equipped to design and ship rapidly.
Yes. Post-launch support includes model monitoring, drift detection, system performance optimization, and regular updates to handle new exceptions. We align ourselves with your long-term operational success.
Begin with the process you would automate first.
A short description is sufficient to begin a conversation. We respond within one business day, and where an evaluation calls for an architecture walkthrough rather than a portfolio review, we will arrange it.