Ventures

OSONWANNE GROUP LLC · AI VENTURE STUDIO

Our Ventures

We build patent-pending AI products and own the intellectual property they create. Two ventures, both held by Osonwanne Group LLC, both engineered to make hard problems disappear for the people who face them.

As an applied-AI venture studio, Osonwanne Group designs, builds, and protects its own software companies, then compounds value by retaining the technology each one creates. Below are the two ventures we are building today.

Two ventures held by Osonwanne Group LLC, both patent pendingOsonwanne Group LLCCactusComplyCactusQuant

CactusComply — AI-Native Arizona Tax Compliance

Patent pending badgePATENT PENDING · PROVISIONAL FILED

Patent pending — U.S. Provisional Patent Application No. 64/097,375 (filed June 24, 2026), held by Osonwanne Group LLC.

CactusComply makes Arizona Transaction Privilege Tax (TPT) compliance something a small-business owner never has to lose sleep over. It is an AI-native platform that handles the boring-but-critical work of staying compliant across Arizona’s many jurisdictions — built so the technology does the heavy lifting and the owner gets their evenings back.

CactusComply data flow: POS data to AI enrichment to compliant return to e-filePOS dataAI enrichmentCompliant returne-FileConceptual workflow · the technology does the heavy lifting

The provisional application covers the engineering systems behind the product — what those systems accomplish for customers — rather than the tax rules themselves. The proprietary rule base, rate data, and models stay protected as trade secrets. We patented the engine; the know-how stays under the hood.

Verifies its own work

A self-optimizing voice AI reconciles what it says it did against what actually happened in the system — catching and correcting mistakes before they reach a customer, and improving over time by learning only from verified outcomes.

Keeps data walled off

Tenant-isolated AI retrieval is designed to keep each business’s sensitive financial records separate, so the system does not surface one company’s data to another.

Self-heals its data

A self-healing data-integrity pipeline tells genuine data errors apart from ordinary variation across Arizona’s jurisdictions, alerting teams only to what truly matters.

We’re raising a pre-seed

CactusComply is currently raising a pre-seed round to accelerate go-to-market. If you invest in early-stage applied AI, we would welcome a conversation. Review the pitch deck, then schedule a quick call to go deeper.

More for investors: Invest with Osonwanne Group.


CactusQuant — Safety-Gated AI for Self-Improving Trading

Patent pending badgePATENT PENDING · PROVISIONAL FILED

Patent pending — U.S. Provisional Patent Application No. 64/098,125 (filed June 24, 2026), held by Osonwanne Group LLC.

CactusQuant is building an artificial-intelligence system that manages a systematic trading strategy and improves itself over time — retraining its own decision policies, tuning its own settings, and learning from its own results as markets evolve. The genuinely hard problem is not getting an AI to change itself; it is allowing it to change itself safely. The patent-pending innovation is that safety architecture.

CactusQuant safety loop: retrain to out-of-sample gate to deploy or safe fallback, with human in the loopRetrain policyOut-of-samplegateDeploypasses vs. incumbentSafe fallbackknown-safe baselinePASSFAILHuman in the loopapproves risk-moving change

The filing covers the systems and the guardrails that govern them — not any proprietary formula. The underlying models, parameters, and datasets are not part of the filing and remain protected as trade secrets.

Policies that earn the keys

A newly generated decision policy directs no capital until it has proven itself out-of-sample against the incumbent across multiple market regimes, with every failure path falling back to a known-safe baseline.

Self-tuning under supervision

A higher-order governor monitors the self-tuner for over-reaction, oscillation, or drift, so the system can neither thrash itself nor quietly freeze.

Honest by construction

The system grades itself only on realized results rather than optimistic backtests. Routine adjustments apply automatically; anything that moves real risk awaits human approval, and every change is logged and reversible.

CactusQuant currently operates on a paper account and makes no performance or returns claim. The innovation being protected is the safety and self-improvement machinery itself.


Building or backing applied AI?

We bring the same engineering rigor to client work that we bring to our own ventures. Explore our AI consulting, learn more about Osonwanne Group, or get in touch.