Leapfroggerleapfrogger.ai
The self-improving organization

We buildself-improving human-AIorganizations

As intelligence commoditizes, no model or tool stays an advantage. What compounds is an organization wired to learn — and you own the wiring.

Proprietary Data
Agentic Context & Memory
Capable Agents
Human Orchestration & Validation
Proprietary Workflow Integration
Training / Post-Training
OWNED, NOT RENTEDSHARPER WITH EVERY USERIGHT-SIZED TO YOUR WORKOWNED, NOT RENTEDSHARPER WITH EVERY USERIGHT-SIZED TO YOUR WORK
Why this compounds

The model is a commodity. The feedback architecture is the moat.

Buy AI off the shelf and it plateaus the day it ships, gets copied in months, and hands your data and upside to someone else. Own the loop and it sharpens with every interaction — an asset that compounds on your balance sheet.

Off-the-shelf AI
Bought, not owned
Rented AI captures your data and your upside — the leverage accrues to the vendor.
Plateaus on day one
A static model is as good as it will ever be the moment you switch it on — and rivals can buy the same one.
VS
What we champion
A loop you own
The self-improving alternative

It gets sharper with every interaction, correction and outcome — compounding into an asset on your balance sheet, not a subscription line on your P&L. We install it, then leave it in your hands.

Owned outrightCompounds with useCan't be copied
The loop, explained

Six components. One loop.

Hover any component to see the role it plays — and how it feeds the next turn of the flywheel.

The thesis
The self-improving organization

As intelligence commoditizes, no single model or dataset stays an advantage. What compounds is the feedback architecture — six components wired into one self-reinforcing loop.

Each turn makes the next one stronger. A company two or three years into running this loop isn't one iteration ahead of a new entrant — it's on an exponentially steeper trajectory.

Hover or tap any node to explore its role
What we do

Two ways we build your loop. Engage at the rung that fits.

AI Engineering
For operators & companies
Production AI systems that embed the loop — and that you own.
Advise
Workshops and roadmap. Scope the real problem.
Build
Ship the system and its loop wiring — data, human-in-the-loop, memory.
Run
Vertical, autonomous agents that keep improving in production.
Applied Research
For research labs & PE / VC
Push the frontier of the loop; help frontier work find its market.
Explore
Scope the frontier question worth solving.
Prove
Prototype with real customers; close the research-to-market loop.
Productionize
Turn proven research into an owned, compounding system.
Who it's for

One loop, applied at the right depth.

Run leaner on systems that sharpen with use — not another subscription that plateaus.
You apply AI to the work you already do — automation and agents scoped to your business. Because they're wired with feedback loops and owned by you, they get better the more you run them, instead of stalling the day the pilot ends.
Owned, not rented
Sharper with every use
Right-sized to your work
Book a call →
Co-founders

Operators who have built at the frontier — and shipped it.

RE
Rodolfo Ergueta
Co-founder
Emerging-tech product leader who has taken 0→1 products and managed $200M+ ARR products across GenAI, blockchain and SaaS at Salesforce and IDen2. He has secured multi-million-dollar funding to incubate and scale businesses at Salesforce and SAP, and designed AI/GenAI tools deployed across sales, planning and marketing at Salesforce and McKinsey.
KB
Kishore Bhatia
Co-founder
Full-stack builder who has shipped products across web, AI and Web3 for startups and Fortune 500s — Superscrypt, Affinidi and BCG Digital Ventures among them. He has led 0→1 and scale-up ventures across digital identity, healthtech, fintech and cloud, and grown the developer ecosystems that drive adoption (CloudBees, BlockApps, Affinidi) — a trusted operator who turns R&D into commercial traction.
The Invariants of AI
Our published thesis on what stays defensible when intelligence commoditizes — the thinking behind the loop.
Read the thesis
The self-improving organization

Leapfrog to an advantage that improves itself — and that you own.

Tell us where the waste or the opportunity is. We'll scope the loop worth building.

Book a call →