Vibe Checker gives teams one controlled workflow for project context, reviews, checks, and agent operations. Start with desktop or a hosted BYOK gateway, then move toward dedicated or on-prem deployment only when your data, budget, and governance needs call for it.
The recognition highlights Vibe Checker as part of Taiwan's Best AI Awards, an AI innovation competition focused on real-world applications. The official announcement is linked below.
Read the official article
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 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.
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.
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.
Most AI-coding purchases start as individual subscriptions glued together by policy memos. Vibe Checker gives teams one operating system they can start using now and tighten as requirements grow.
Smaller teams can start with software and BYOK. For larger teams or high-volume workloads, Vibe Checker can replace usage 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.
For dedicated deployments, fixed annual cost can cover 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 managers, security leads, auditors, and boards 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.
Use software or a hosted gateway first, then move to a dedicated environment later without changing how teams plan, act, review, and audit.
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 can also ship as a bundled on-prem environment with GPUs, models, client, and server.
Instead of impressive but fragile, the experience looks like something teams can start using now and mature over time.
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. Starter, Team, and Business plans are built for teams that are not ready for on-prem hardware; dedicated deployments are quoted per environment.
For individual engineers evaluating the workflow.
Everything in Starter, plus:
For growing teams that need shared controls without buying hardware:
For organizations that need dedicated or on-prem deployment. Inference, models, and data can stay inside your perimeter.
Use this form for early access, team rollout, hosted BYOK gateway, or dedicated/on-prem deployment. We respond from Fukuoka business hours (JST).
