Vibe Checker gives regulated organizations one controlled environment for project context, reviews, checks, and agent operations - with an on-premise deployment that bundles GPUs, models, and infrastructure into a single procurable system.
Vibe Checker exists for institutions that need stronger control, clearer boundaries, and a deployment model their procurement, security, and legal teams can actually approve.
Procure a complete operating model, not a loose toolchain. One system to standardize how AI-assisted work happens across every team, every repo, and every region.
Project context, reviews, checks, and agent operations live inside one supervised system - easier to govern than scattered terminals, chats, and ad-hoc scripts.
Stronger deployment boundaries, legible process, and a clear path to internal trust - designed from day one for classified, restricted, and isolated networks.
The operating model - plans, reviews, audit, skills - is identical across tiers. What changes is where the inference runs and who holds the model contracts. Pick the shape that matches your procurement and data-residency constraints.
The full stack - GPUs, local models, VC server, client - sits inside a single administrative perimeter. No data crosses the boundary.
Every guarantee below is structural, not contractual. It is built into the deployment model - which is what makes the system approvable for governments, enterprises, and the buyers who answer to them.
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.
Vibe Checker is not tied to any single model vendor. The system runs a curated portfolio - proprietary and open - and routes each task to the model that produces the best outcome for it. The selection is our job, not your team's.
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 procurement 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.
Most AI-coding purchases today are a stack of individual subscriptions glued together by policy memos. Vibe Checker replaces that stack with a single operating system your institution can actually approve and operate.
Usage-metered AI budgets are impossible to forecast and awkward to approve. Vibe Checker replaces that variance with one annual line item - hardware plus license - so finance can sign without hedging.
This simulator is illustrative only and not a public offer. Indicative figures are for comparison only. Actual pricing is determined during consultation and presented in a formal contract.
Fixed annual cost covers hardware, models, client, server, support, and license. Finance forecasts it the same way it forecasts a server refresh.
Every extra review, scan, and agent session runs on hardware you already own. Encouraging heavier use improves outcomes without inflating spend.
Context, findings, and review history accumulate in your system. They become organizational memory - not someone else's training corpus.
The experience is the same your engineers already know - with a supervised system around it that your CISO, your inspector general, and your board can read.
Reviews and checks happen inside the same operating system as the work itself. Oversight is a property of the system, not a memo.
One evaluated package - Vibe Checker, models, GPUs, and operating environment - replaces a stack of separate procurement conversations.
Teams pause, resume, and hand off work without losing context. Essential when many stakeholders depend on the same process.
Context, progress, and review history stay together. The work is legible to reviewers, approvers, and inspectors without translation.
Sessions, findings, and checks compound inside your system as organizational memory - they do not leak into ephemeral local workflows.
Vibe Checker is not only a desktop app. It ships as a bundled on-prem environment with GPUs, models, client, and server.
Instead of impressive but fragile, the experience looks like something serious organizations can actually roll out in production.
Teams keep Claude Code, Gemini, or Codex. Or use the Vibe Checker native desktop agent - same operating layer, one control plane, no rip-and-replace.
All plans include a token allowance; usage beyond the included allowance is billed separately. Enterprise deployments are quoted per environment.
For individual engineers evaluating the workflow.
Everything in Starter, plus:
Everything in Team, plus our hosted inference gateway with BYOK:
Full on-prem bundle. Inference, models, and data stay inside your perimeter.
Use this form for government and enterprise deployment, including the on-premise bundle of GPUs, models, and Vibe Checker infrastructure. We respond from Fukuoka business hours (JST).
