Capabilities · Applied AI · Cloud Engineering

We turn ambitious AI visions into production reality.

When a consumer trust-and-safety company needed to go from concept to a global platform, they handed us the entire stack.

Our team designed, built, and now operates four interlocking AI products — taken from whiteboard to paying users across three continents in under a year.

Shipped · Operating · In Production

FIG. 1 — PROTOTYPE-TO-PRODUCTION PIPELINE (SCHEMATIC) DRAWN FROM A SINGLE CLIENT ENGAGEMENT · DETAILS ANONYMIZED

Schema-validated LLM pipelinesLive voice bridgingBlue-green zero-downtime deliveryRegion-aware data routingPer-request AI cost accountingFail-closed privacy safeguardsMillisecond read pathsInfrastructure as codeSchema-validated LLM pipelinesLive voice bridgingBlue-green zero-downtime deliveryRegion-aware data routingPer-request AI cost accountingFail-closed privacy safeguardsMillisecond read pathsInfrastructure as code

Parts List · Fig. 1, Items 1–4

Four products. One team.
Zero hand-offs.

PART 01

Conversational AI that acts

Real-time streaming chat agents built on schema-validated LLM pipelines that classify complex cases, extract dozens of structured data points, analyze uploaded photo and document evidence, and complete real-world workflows end to end — generating formal documents and filing them with external agencies automatically.

Streaming · Multi-modal · Workflow completion

PART 02

Voice AI in production

AI-driven phone agents with live call bridging, speech recognition, and synthesized voice, deployed across multiple countries with region-aware telephony — the layer where most AI teams stall, shipped and operating.

Live bridging · STT / TTS · Multi-country

PART 03

Adaptive engagement engines

A queue-based orchestration fabric that personalizes AI-generated content per user, adapts weekly to individual behavior, and drives the full subscription lifecycle — trials, localized pricing, billing, and progress reporting.

Behavioral loops · Job queues · Subscriptions

PART 04

Low-latency intelligence APIs

A fully serverless, compliance-aware risk platform for financial institutions: event-driven ingestion, LLM classification with fail-closed privacy safeguards, encryption at rest, millisecond read paths — backed by 200+ automated tests.

Serverless · Compliance-aware · 200+ tests

Spec Sheet · How We Build

The unglamorous 80% that makes AI products real.

S-01 Infrastructure as code Every environment and region parameterized and reproducible — reviewed like software, deployed like software.

S-02 Zero-downtime delivery Blue-green pipelines with health-checked cutover. Releases nobody notices, in the best possible way.

S-03 Region-aware by design Data routing, pricing, telephony, and scheduling localized from day one — internationalization engineered in, not bolted on.

S-04 AI you can account for Per-request token and cost tracking across every model call. Versioned prompts. Structured outputs as the contract between model and database.

S-05 Observability from day one Structured logging, health endpoints, idempotent integrations, and concurrency-safe batch jobs — operations, not just launches.

4AI products shipped

3Continents in production

<12moConcept to paying users

200+Automated tests, risk platform

msRead-path latency

Final Assembly

Prototype-to-production is where most AI initiatives fail. It's where we specialize.

Bring us the product that sounds too ambitious. We've already shipped one.

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