BrixloopStudio pitch
2026 · 20 projects
We don't bolt AI onto apps. We build AI-native systems engineered for the workflow they sit inside, with design conviction and a standing research lab.
Brixloop01 / Cover
Why there's almost no one doing exactly this
01
Optimized for delivery volume and billable hours, not technical depth. Spec comes in, code goes out, no one on the team is still thinking about your problem after the invoice clears.
02
A thin interface over someone else's API, shipped fast, with no engineering discipline underneath: no concurrency handling, no evals, no plan for what happens when the model changes or traffic spikes.
03
Strong ideas, real rigor, but they stay in a notebook. The gap between "the model works" and "this is running in production for a paying user" is exactly where most research-first teams stop.
We sit in the middle: research discipline applied to things that actually ship, design conviction included, at a fixed price and a fixed timeline.
Brixloop02 / The gap
What is Brixloop?
A small, technical studio that builds AI-native products for startups and growth-stage companies, and runs an in-house research lab alongside client work, not instead of it.
Startups and growth-stage teams worldwide: operators in legal, real estate, healthcare, media, and industrial ops. We’ve already shipped for clients in the US, UAE, and India. You usually come to us when you need a system in production, not a wrapper.
Most AI shops are either a volume agency (spec in, code out) or a thin wrapper over someone else’s API. Research-first teams often stop before production. We sit in the middle: research discipline applied to systems that actually ship, with design conviction, at a fixed price and a fixed timeline.
Legal, fintech, travel and hospitality, real estate, media and content, creator operations, healthcare, cybersecurity, quant finance, industrial operations, productivity tooling, and workflow automation.
Professionals
Brixloop03 / Studio
The concept
01
Every system starts as AI-native, not AI-added. The model isn't a feature bolted onto a CRUD app after the fact. It's part of the architecture from the first design decision.
02
We don't ship standalone software. We ship systems that optimize the process they sit inside: ingestion, decisioning, output, feedback loop. An app does a task. A system improves the workflow around it.
03
Design isn't a skin applied at the end. Conviction on how something looks and feels ships with the same rigor as the backend, because a system nobody wants to use is a system that doesn't work.
04
Client work is built by the same team running independent research (legal clause classification, quant equity strategy, medical imaging, network intrusion detection), published honestly, wins and failures both. That discipline shows up in every client system, not just in a lab notebook.
Brixloop04 / Concept
What we build
01
Generative AI pipelines, automation, and platform engineering. Positioned as systems, not point solutions.
02
Full-stack AI-native product builds. Zero to one, for startups and technical founders.
03
Independent research that feeds client systems. Models evaluated, documented, and published honestly.
04
Brand identity and design systems for founders who need visual conviction, not just a logo.
Brixloop05 / Capabilities
Proof
17+
AI systems
Designed and built, across client engagements and in-house products.
10+
Brand identity kits
Delivered across real estate, healthcare, media, and software.
4
Research-lab systems
Legal clause classification, quant equity research, medical imaging, network intrusion detection.
12
Industries served
From legal tech to creator operations.
Testimonials
“We didn't need another agency deck. We needed a production system on a locked scope. Brixloop treated the brief like an engineering problem: one workflow, a written spec, and a ship date we could actually hold.”
“Creator ops was living in email and DMs. They built the submission-to-payout loop we actually run, handed over the system, and our team owned it from day one. No leftover contractor tax.”
Brixloop06 / Proof
Selected work
20 projects across 3 sections live on www.brixloop.com.
Portfolio · AI-first
Personalised animated storytelling for children. Generative video pipelines, parent-safe workflows, and infrastructure tuned for viral traffic and repeat renders.
Prompt-to-finished-video pipeline shipped end-to-end in under 2 weeks
Portfolio · System-first
Internal creator ops product for DITCH LA (submission, approval, and payouts at 100+ creator scale) behind the public brand at ditch.la.
Full MVP (creator onboarding, submissions, bulk approval/payout workflows, admin dashboard, notifications) delivered on a 7-day build plus a 3–4 day revision cycle
Portfolio · AI-first
ConfidentialDecision-support for venture firms: upload a startup cap table, screen every owner (including UBOs behind shell layers) against OFAC/EU sanctions lists, and get a plain-English risk report with an ownership graph and AI-generated analyst notes.
Full ownership-chain traversal (BFS) surfaces beneficial owners hidden behind shell-company layers, not just direct owners
Products
AI-native contract lifecycle platform, draft, review, redline, sign, and collaborate, with every AI answer grounded to an exact, verified line citation.
Every AI citation is validated server-side against exact document line ranges before it's shown, failed citations return a fallback, never a fabricated reference
Products
Staff and money OS for Indian small businesses, voice-marked attendance, automated payroll, digital khata ledger, and GST billing in one app, in 14 Indian languages.
14 Indian languages live across the owner app, employee portal, AI assistant, and WhatsApp notifications, not just English with translated labels
R&D
Research system for automated contract risk classification: 41 CUAD clause labels plus a contract-level risk rating (Low/Medium/High) with evidence-backed, citation-traceable outputs.
Macro-F1 progression: 0.719 (classical baseline) → 0.759 (Legal-BERT) → 0.866 (final hybrid Phase 3 reasoner)
Brixloop07 / Work
Products
LexVault
AI-native contract lifecycle platform, draft, review, redline, sign, and collaborate, with every AI answer grounded to an exact, verified line citation.
Arth Saathi
Staff and money OS for Indian small businesses, voice-marked attendance, automated payroll, digital khata ledger, and GST billing in one app, in 14 Indian languages.
Deskzy
Free, no-signup link-sharing and file-tools platform. PDF and image tools run entirely in the browser, files never touch a server.
R&D
Contract Risk Classification Model
Research system for automated contract risk classification: 41 CUAD clause labels plus a contract-level risk rating (Low/Medium/High) with evidence-backed, citation-traceable outputs.
Network Intrusion Detection Model
Machine learning intrusion detection system, a full web application that classifies network traffic and flags attacks in real time.
Counterfeit Medicine Vision Model
Deep learning system for detecting counterfeit medicine from a photo, transfer-learning image classifier with a full deployment stack around it.
Regime-Adaptive Equity Model
Regime-adaptive equity strategy research on Indian markets (NIFTY 200), as much about disciplined negative-result reporting as the final strategy.
Brixloop08 / Lab
How a build runs
I
A 30-minute call to understand your scope, goals, and constraints. We align on what success looks like before anyone writes code.
30 min · Goals, scope, and timeline alignment
II
Within three days you get a build plan, fixed timeline, and fixed price. All of that before work starts.
3 days · Written spec, milestones, and fixed quote
III
A focused sprint matched to the quoted timeline, with weekly check-ins, a shared Linear board, and steady visibility on progress.
Scoped sprint · Weekly reviews · Shared project board
IV
Deployed to production, fully documented, and handed off. Your team owns the codebase from day one. Most clients then add a monthly retainer for model updates and ongoing iteration.
Production deploy · Documentation · Optional monthly retainer
Brixloop09 / Process
Engagement model
Every build is fixed-scope and fixed-price. No hourly billing during the build phase. You know the cost and timeline before we start.
Brand Design
Brand identity / visual design · 1+ week
₹50,000+
AI MVP Build
Core AI system + dashboard · 2+ weeks
₹2,00,000+
Full Product Build
Full-stack AI SaaS product · 3+ weeks
₹3,00,000+
Enterprise Platform
ERP / complex data platform · 4+ weeks
₹5,00,000+
Custom / Other
When the brief does not fit a standard path · Scoped
Quoted
Maintenance
Post-launch support, model updates, ongoing features · Monthly
Quoted monthly
Payment terms
50% upfront, 30% at milestone, 20% on delivery.
50%
Upfront
Due to start the build
30%
Milestone
Due at the agreed mid-build checkpoint
20%
Delivery
Due on ship and handoff
Listed prices are starting points. Custom work is quoted after discovery. Final scope and pricing are confirmed after inquiry review.
Brixloop10 / Engagements
The team
Subham, Shivansh, and Divyanshi co-founded Brixloop. We build AI-native systems, in-house products, brand design, and a standing research lab for startups and growth-stage teams worldwide. Previous client work includes the US, UAE, and India.
Co-founder & CEO
Builds AI-native systems end to end: generative pipelines, LLM workflows, and the infra that keeps them running in production. Works directly with founders from scoping through ship.
Co-founder & CTO
Leads implementation on client builds: APIs, async job systems, front-end product surfaces, and the glue between models and real user workflows.
Co-founder & Tech Lead
Ships product surfaces and backend systems on client builds: data models, integrations, and the reliability layer that keeps AI features dependable.
Brixloop11 / Team
Start
BrixloopWe work with a small number of teams at a time. If you're building an AI-native product and need people who can move fast, start an inquiry.
Legal · Fintech · Travel & Hospitality · Real Estate · Media & Content · Creator Operations · Healthcare · Cybersecurity · Quant Finance · Industrial Operations · Productivity Tooling · Workflow Automation
Brixloop12 / Start