Avox Lab

Not everything starts with a client brief.

At Avox Labs we experiment with emerging technology, build our own products, and explore ideas that could become something bigger. We build for clients. We build for ourselves. We experiment with what's next.

Track 01

Experiments

Small, focused builds that answer a single question: is this useful yet, and to whom?

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Track 02

Products

Our own products, run by us, with real users, live servers, and real commercial consequences.

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Track 03

Prototypes

Rough, fast, and disposable ideas being tested in working code — until one of them proves it isn't.

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Track 01 · AI & Emerging Systems

Experiments

Testing newly possible interfaces, AI integrations, and automation systems to determine practical viability.

AI AgentsAutomationEvaluation Harness

ACTIVE

Autonomous Operations & Agentic Tool Triage

THE QUESTION

When can an autonomous AI agent reliably execute deterministic API transactions without parameter hallucination?

THE EXPERIMENT

Constructed an evaluation harness benchmarking strict JSON-schema tool calling against prompt-only reasoning across 1,000 synthetic financial transaction webhooks.

THE RESULT

Pydantic-enforced tool execution achieved 100% parameter validity, whereas unconstrained prompt generation suffered an 8.4% parameter deviation rate under edge cases.

WHAT AVOX LEARNED

LLMs should never generate database mutations or financial calls directly; they must select typed, pre-validated function envelopes.

lab/exp-01 — agentic triage

Autonomous Operations & Agentic Tool TriageEvaluation Active

Edge AIPrivacyCompliance

EXPLORING

Local Privacy-Preserving Inference Pipelines

THE QUESTION

Can quantized 3B-parameter models reliably sanitize sensitive PII and account numbers on low-cost edge hardware before network egress?

THE EXPERIMENT

Benchmarked quantized local models running on constrained micro-instances to parse, redact, and sanitize sensitive financial metadata in under 200ms.

THE RESULT

Achieved 99.4% PII extraction precision with an average latency of 140ms on standard CPU-only runtimes.

WHAT AVOX LEARNED

Local edge sanitization eliminates compliance liability from cloud log aggregators at near-zero compute expense.

lab/exp-02 — edge sanitization

Local Privacy-Preserving Inference PipelinesEvaluation Active

Vector SearchDiscoverySakah Core

SHIPPED

Semantic Vector Search for Fragmented Catalogs

THE QUESTION

How do we enable accurate catalog discovery across informal merchant inventories described in localized colloquial slang rather than standard SKUs?

THE EXPERIMENT

Trained multilingual vector embedding projectors pairing regional colloquial product descriptions with standard e-commerce taxonomy vectors.

THE RESULT

Catalog search recall improved by 42% over exact-match full-text indexing, drastically reducing zero-result queries.

WHAT AVOX LEARNED

Frontier commerce discovery requires semantic tolerance for localized colloquial expressions and phonetic spelling variants.

lab/exp-03 — vector embeddings

Semantic Vector Search for Fragmented CatalogsEvaluation Active

NLPEscrowSmart Workflows

EXPLORING

Conversational Escrow Agreement Generator

THE QUESTION

Can multi-turn conversational chat transcripts between buyers and sellers be compiled into enforceable, structured escrow terms without human mediation?

THE EXPERIMENT

Constructed a state-machine parser extracting agreed item specs, price, inspection windows, and return conditions from raw customer chats.

THE RESULT

Generated structured milestone contracts with a 97% first-draft acceptance rate during closed user trials.

WHAT AVOX LEARNED

Informal counterparties agree to terms organically in dialogue; extracting these into formal milestones removes dispute friction upfront.

lab/exp-04 — agreement extraction

Conversational Escrow Agreement GeneratorEvaluation Active

Track 02 · Internal Ventures

Products we're building ourselves

We're not just service providers. Operating our own products gives us firsthand empathy for the problems founders bring to us.

In productionInternal Venture

Avox Mesh

Offline cryptographic transaction verification protocol enabling counterparties to attest trades without live cellular signal. Running in closed field pilot.

Internal ProductProtocolsP2P

In developmentInternal Venture

VectorCatalog

Multilingual vector embedding pipeline designed for colloquial commerce search across fragmented informal merchant inventories.

Internal ProductAI DiscoveryBeta

Track 03 · Exploratory Concepts

Prototypes

Working code proofs that explore radical or untested concepts.

Disposable prototypeExperimental

Offline Mesh Transaction Handshake

Investigating low-energy peer-to-peer verification protocols that allow counterparties to cryptographically attest an exchange without live cellular signal.

ProtocolsP2PHardware Interop

Concept validationExperimental

Conversational Escrow Agreement Generator

Converting multi-turn conversational chat transcripts between buyers and sellers into structured, enforceable escrow terms.

NLPEscrowState Machine

Have an experiment worth exploring?

We frequently collaborate with research teams, founders, and enterprises on technical spikes, novel AI agent prototypes, and technology validation.

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