From a hosted BYOK gateway to a fully air-gapped install on your own GPUs — your data and your audit trail stay where they should.
Vibe Checker exists for teams that need stronger control and clearer review, whether they are starting with a small software plan or preparing for a dedicated deployment.
Adopt a complete operating model without buying hardware first. Start with the workflow, prove the value, and keep a clear path to more control as the company grows.
Project context, reviews, checks, and agent operations live inside one supervised system - easier to govern than scattered terminals, chats, and ad-hoc scripts, without forcing on-prem on day one.
When the stakes require it, stronger deployment boundaries, legible process, and a clear path to internal trust are available without changing the operating model.
The same control model can start lightweight and become stricter over time. When you need stronger guarantees, they come from the deployment shape - not from a memo around a scattered toolchain.
Source code, context, prompts, and review artifacts stay inside your infrastructure. Nothing is uploaded to us. Nothing crosses a border.
The full stack - client, server, models, GPUs - runs without internet access. Designed for classified, restricted, and isolated networks.
Every agent action, every review, every check is recorded in a tamper-evident log that your auditors, inspectors, and regulators can read directly.
Workflow is structured to map onto ISO 27001, SOC 2, GDPR, HIPAA, and sector mandates - not retrofitted after the fact.
Built on open models. Swap, fine-tune, or extend without asking permission. Your system does not become another single point of failure.
Reviewers, approvers, operators, and auditors each see exactly the view their role requires - clear authority, clear accountability.
The operating model - plans, reviews, audit, skills - is identical across tiers. What changes is where inference runs, who holds the model contracts, and how much infrastructure you want to own right now.
When data sensitivity, compliance, or offline operation justify the investment, the full stack - GPUs, local models, VC server, client - can sit inside a single administrative perimeter.
Vibe Checker is not tied to any single model vendor. Start with the models and APIs your team can afford today, then move toward curated, dedicated, or local models as your needs change.
Work profiles differ - long-context review, security scans, rapid edits, multilingual parsing. The router picks per task, not per project, not per seat. Your engineers don't shop for models.
Models are a pluggable layer - we swap, add, or retire them without re-architecting your deployment. A vendor outage, pricing shift, or quality regression never becomes a procurement problem.
Teams that want to steer the router get a full console - pin a model per workflow, set fallbacks, cap context windows, override routing. Defaults stay curated. Control is opt-in, not opt-out.
The operating model is task-agnostic. Any workflow where an AI agent drives a tool - a database, a filing system, a medical record, a PLC - benefits from the same plan / act / review / audit loop. Here are the non-coding shapes teams ask about most.
Classify, redact, and summarize sensitive corpora - RFPs, case files, diligence rooms - without any content ever touching a public model API. Every redaction and extraction is a reviewable action in the audit log.
Run multi-step analysis across internal datasets - agents write SQL, build charts, and draft narrative - with every query, cell, and output recorded. Analysts sign off on conclusions before reports are released.
Clause extraction, precedent search, and red-lining against an internal playbook. The agent proposes; counsel approves. Every change is versioned and tied back to the playbook rule that triggered it.
Close-cycle automation, variance explanations, and financial narrative drafting, all anchored to your GL. The review workflow enforces a two-eyes rule on any number the agent writes into a filing.
Summarize patient journeys, code ICD/SNOMED, and draft referral letters inside the hospital network - on-prem inference only. Clinicians remain the signer; the agent is a documented, auditable drafter.
Draft supervisor responses, RFIs, and regulatory submissions from internal source material. The operating model gives your regulator a legible paper trail - who asked what, who reviewed it, what went out the door.
Point Vibe Checker at your case-management system, records archive, or intelligence repository and an agent triages incoming material, links entities across silos, and drafts analyst briefs. Every source citation, every inferred link, every sentence in the brief traces back to an artifact a human reviewer can open - so supervisors get a legible paper trail their chain of command actually trusts.
On-prem AI work infrastructure — your hardware, your models, your data, your rules.
Data leaves your network
Data never leaves your network
Your source code and analysis data never leave your infrastructure. Full data sovereignty guaranteed.
Run independently — no reliance on external services, third-party uptime, or provider decisions.
Fixed hardware cost, no per-token billing. Predictable budgeting regardless of usage volume.
Built on open-source models. Switch, customize, or extend without permission from any vendor.
Meet government regulations, GDPR, HIPAA, and sector-specific data handling requirements.
Fully operational without internet. Designed for classified, restricted, and isolated networks.
Starting from
$1M
Includes everything above — from initial consultation through deployment and first year of operation.
Annual Renewal
$200K/year
Ongoing support and Vibe Checker license renewal after the first year.
This is not a public offering. Prices shown are indicative starting points. The actual price will be determined during consultation and presented in a formal contract.
