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Services / CPU-first AI

AI that runs on
the machines you
already own.

OPERATING PRINCIPLENo black boxes.
No rented intelligence.
700+calls processed
99.8%platform uptime
5models shipped
Choose the constraint

We meet you where
the hard part begins.

Each engagement is shaped around an operational outcome. The services below can stand alone or combine into one end-to-end build.

01 / CALL CENTERS01

Voice agents for call floors

Answer every call without a meter running.

Low-latency inbound and outbound agents that qualify, book, update the CRM, and hand over to a human with the context intact - deployed on machines you control.

Discuss this capability
BEST FOR

Call floors and contact centres where missed calls, hold times, or manual qualification cost revenue directly.

WHAT SHIPS
  • Inbound answering, qualification, and routing
  • Outbound campaign dialing with objection handling
  • Telephony, CRM, and calendar tool calls mid-call
  • Barge-in, memory, guardrails, and human escalation
  • Concurrency load testing and per-call scoring
THE OUTCOME

Campaign volume becomes a hardware question, not a budget one.

100+concurrent agents
02 / SUPPORT02

Customer support automation

Deflect the repetitive half. Escalate the rest cleanly.

Retrieval over your own documentation, tickets, and macros, with drafted answers, confidence thresholds, and escalation that carries the whole thread.

Discuss this capability
BEST FOR

Support teams answering the same questions repeatedly while the answers sit in systems a hosted chatbot cannot read.

WHAT SHIPS
  • Private retrieval over docs, tickets, and macros
  • Triage, tagging, and priority routing
  • Drafted answers with citations for agent review
  • Confidence thresholds and refusal behaviour
  • Deflection and handover reporting
THE OUTCOME

Agents spend the day on tickets that actually need a person.

PRIVATEknowledge retrieval
03 / SECURITY03

Cybersecurity model fine-tuning

A model that reads your logs without leaving your network.

Models specialized on your telemetry for triage and detection support, deployed air-gapped or VPC-only, with adversarial testing as part of delivery.

Discuss this capability
BEST FOR

Security teams that cannot send telemetry to a third-party API and are still triaging by hand.

WHAT SHIPS
  • Fine-tuning on your alerts, logs, and past incidents
  • Triage with analyst-readable reasoning
  • Phishing, anomaly, and lateral-movement support
  • Air-gapped or VPC-only deployment, no egress
  • Red-team suite: prompt injection and exfiltration
THE OUTCOME

Analyst leverage without opening a new data-exposure surface.

NO EGRESSdeployment mode
04 / DIFFUSION04

Diffusion and vision stacks

Generate all day for the price of the machine.

Image, video, and vision pipelines fine-tuned to your style and served on hardware you already pay for, instead of billed by the second.

Discuss this capability
BEST FOR

Teams whose iteration cost rises exactly as fast as they get good at using generation.

WHAT SHIPS
  • LoRA and DreamBooth training on your own sets
  • Batch generation, upscaling, and variant pipelines
  • Quantized serving for CPU and modest GPUs
  • Style consistency evaluation across runs
  • Pipeline integration with your asset workflow
THE OUTCOME

Iteration stops being rationed by a credit balance.

FIXEDcost per run
Why JOINVOX

Built like it
has to work.

The quality of an AI system is decided after the model responds: what it is allowed to do, how it fails, what it leaks, what it costs at volume, and whether your team can prove any of it. That is the work we do.

See systems in production
01

CPU-first by default

Every model is distilled and quantized toward hardware you already own. If a task genuinely needs a GPU, we say so before you buy one.

02

Priced per campaign

No per-token, per-minute, or per-second meter. The cost is agreed once and does not rise because the system is working.

03

Nothing leaves your boundary

Prompts, recordings, documents, and telemetry stay inside your deployment. A third-party API is an explicit decision, never a default.

04

Evidence, then handover

Evaluation sets, red-team results, traces, weights, and runbooks transfer to your team - who can then re-run all of it without us.

Delivery path

Clear from day one.

01

Discover

Use case, data, volume, risk surface, and success criteria.

02

De-risk

Architecture, model choice, evaluation and red-team plan, hardware sizing.

03

Build

Visible working increments tested against real scenarios.

04

Deploy

Owned infrastructure, monitoring, documentation, and handover.

THE NEXT STEP IS SIMPLE

Bring the problem.
Leave with a plan.

Tell us where your current system, workflow, or model is falling short. We will identify the highest-leverage path forward.

Start the conversation
Ready when you are

Own the intelligence
you run on.

Get in touch