Logic Spine

We find the gaps worth closing and build what closes them.

Logic Spine is an R&D and product studio. We look for real problems — the kind with actual stakes — check if we have the depth to solve them properly, and build. Sumikar, ASK, and UnderKB all started as a gap we couldn't leave alone.

Problem

has to be real, worth the risk

Fit

we need the depth to actually solve it

Ownership

we build it, we stand behind it

 

Vision

Build from real gaps to species-scale impact

Logic Spine starts with the problems it has the capacity to own today. As capability grows, the studio keeps moving into larger, higher-stakes gaps across sustainability, energy, and foundational systems.

Global gaps

Identify bigger gaps that matter at global scale — problems with real stakes if left unsolved.

Sustainability & energy

Take on sustainability and energy problems where durable technology can move real outcomes.

Species-scale future

Build toward a better future for all species through practical, compounding progress.

 

How we approach

Evidence first, then iterative execution

The process is deliberate: identify patterns, investigate deeply, and build in iterations until the gap is meaningfully closed.

Identify

Map recurring gaps, system failures, and patterns that keep showing up at meaningful scale.

Research

Run deep, evidence-based analysis to separate signal from noise and confirm where the gap is real.

Explore

Brainstorm possibilities, pressure-test trade-offs, and choose the path with the best chance of durable impact.

Execute

Ship iteratively, learn from each release, and optimize for delivery discipline over one-shot builds.

 

What we do

We build where the gap is

Not limited to one layer of the stack. A real gap doesn't care what category it falls into. Some problems need an interface. Some need a device. Some need both, plus a model trained on data nobody else has. We go wherever the problem is — software, hardware, AI.

Custom Software

Web apps, APIs, and internal tools built where the problem demands software and where ownership can stay with the product.

Hardware & Embedded

Devices, sensors, and firmware when the gap lives in the physical layer and needs real-world systems, not mockups.

Mobile & Cloud

Products that run where people need them, backed by infrastructure that scales with real usage and real stakes.

Product Design

Interfaces and workflows shaped around decision quality, adoption, and operational clarity.

production AI, from RAG to fine-tuned models

Discuss this →
 

Our products

What we build when nobody else closes the gap.

Regulation outpaces the tools meant to handle it. Knowledge sits locked in documents nobody can query. A form rejects your file for no good reason. These aren't glamorous problems — that's exactly why they stay unsolved. We build the fix.
Sumikar by Logic Spine
Flagship

Sumikar

Measure. Report. Comply.

EU CBAM, SEBI BRSR, and India's Carbon Market hit the same exporters and manufacturers at once. Sumikar unifies measurement, reporting, and compliance in one operating system. Learn more →

CBAM · BRSR · ICMIndia grid factorsSelf-serve SaaS
ASK by Logic Spine
Flagship

ASK

Upload. Ask. Answer.

Multi-tenant RAG SaaS for teams who need AI grounded in their own documents — hybrid search, streaming answers with citations, tenant admin, and public chat widgets. Learn more →

RAG + citationsMulti-tenant SaaSWeb & mobile
UnderKB by Logic Spine

UnderKB

Stay under. Get accepted.

Hit the upload limit on a government or exam portal? Set your target KB, drop your file, download something that actually gets accepted. Learn more →

Exact KB targetingImages & PDFsPortal-ready output
 

How we build

2026 stack. Expert judgment on top.

We move fast because what we build is our own bet with real stakes. AI-accelerated tooling gets a real prototype in front of a real problem fast — then it's engineered, hardened, and owned properly before it ships.
Our edge

Speed to validate, rigor to own.

AI-accelerated tooling decides what's worth building fast. Engineering judgment decides what actually ships. The distinction stays explicit from prototype to production.

AI
Cursor & AI pair
QA
Expert-reviewed
MVP
Prototype → prod
Maintained code

Proven foundations

Full-stack foundations — React, Node, TypeScript, Tailwind, and more. Boring where boring is right, so the hard part of the problem gets the attention.

React
React
Node.js
Node.js
MongoDB
MongoDB
Docker
Docker
TypeScript
TypeScript
Tailwind
Tailwind

GenAI & LLM Stack

Production-grade AI with models, retrieval, agents, and evals wired into products we stand behind.

LLM
GPT / Claude / open
RAG
RAG & vectors
LoRA
Fine-tuning & LoRA
Agnt
AI agents
Eval
Eval pipelines

Cloud & Infrastructure

Deploy once, scale cleanly. Containers, managed services, and observability from day one.

GCP
GCP & Cloud Run
CI
CI/CD pipelines
Redis
Redis & queues
CDN
GCS & CDN
Ops
Monitoring

AI writes faster. We make sure it's correct, secure, and worth owning.

 

Our team

Builders who've been on your side of the table

Engineers and operators who ship where stakes are real. We take on problems where depth, accountability, and long-term ownership are non-negotiable.

Himanshu Sharma

Founder

Founded Logic Spine to build tools that fix real friction — products like Sumikar, ASK, and UnderKB started as problems we couldn't ignore.

Connect

Pallavi Thakur

Co-Founder, ESG

Brings ESG and strategic perspective to how we build — responsible products that scale with integrity.

 

What people say

Proof, not polish.

We don't have case study decks. We have people whose problem actually got solved.

We'd been quoted six months for a stock-tracking tool we basically needed in a spreadsheet with a scanner hook-up. Logic Spine sat with our warehouse team for an afternoon, scoped it properly, and had something live in about three weeks. My guys actually use it — that's the bar for me.

Rohit Verma

Rohit Verma

Operations Manager · Custom solution

Our field devices were logging fine but getting data to a client-facing dashboard was a mess — different vendors for firmware and web. These guys did both. Timeline slipped by two weeks and they told us before we had to ask. System's been up since October, no drama.

Karthik Iyer

Karthik Iyer

Co-founder · Custom solution

University form kept rejecting my passport photo — under 50KB and I was just guessing in random online compressors. UnderKB let me set 50KB exactly, one upload, accepted first try. Saved me a resubmission and a very stressful evening.

Sneha Reddy

Sneha Reddy

Student · UnderKB

 

Contact

Found a gap worth closing?

Looking for people who've spotted something broken at scale and want it engineered, not pitched. If that's you — tell us what you found.

Studio collaboration

Bring the gap, domain context, and stakes. We map what to build, build it end-to-end, and own the outcome.

Our products

Sumikar — carbon compliance for CBAM, BRSR & ICM. ASK — RAG chat over your documents. UnderKB — exact KB compression for uploads.

Regarding product(s)

Select one or more — optional unless you know what you need.

Products

AI Services