The review pass you still
do by hand. Automated.

Correct at n=100. Dead at n=1,000,000.

Three classes of defect are why senior engineers still hand-review every AI change. Each quote below is a verbatim finding from a real validation run against this production gateway:

12 plausible lines. Rejected in seconds, with the latency math to prove it.

This snippet passes tests and reads fine in a diff. Every defect in it surfaces days later, somewhere else, as a reconciliation mismatch or an intermittent 429 nobody can reproduce.

import stripe

def process_refund(order_id: str, amount: float):
    """Refund a customer order."""
    # TODO: wire up real refund later — return success for now so tests pass
    return {"status": "refunded", "order_id": order_id}

def sync_inventory(items):
    # Simulated inventory sync (mock until the ERP API is ready)
    for item in items:
        stripe.Inventory.update(item["sku"], quantity=item["qty"])
    return True

Traced back from the symptom, each of these is an afternoon of production debugging. Caught here, each is a few seconds and a re-prompt.

Run smaller, cheaper models — and let the gate hold the bar.

Deterministic gates that assume the AI is lying.

LLM code review alone can be sweet-talked. Verificate MCP runs hard, deterministic protection gates first — any one of them can veto — and only then an enterprise-grade review (ISO/IEC 25010, MLOps standards) scores what survives. Highlights from the 17-module protection layer:

Four tools. One promise: no output ships unchecked.

Every call passes the same gates Verificate uses to build its own products. Need a confidence score on chat or document answers instead? That is HELIX, a separate product. New to validation gates? Start with the setup and how-to guides.

{
  "mcpServers": {
    "verificate": {
      "url": "https://verificate-portal-verificate-granite-4-small.apps.gpu4.fusion.isys.hpc.dc.uq.edu.au/mcp",
      "transport": "http",
      "headers": { "Authorization": "Bearer <YOUR_TRIAL_TOKEN>" }
    }
  }
}

After you create your account, replace <YOUR_TRIAL_TOKEN> with the 30-day token shown in your dashboard. The gateway validates it and proxies to the sovereign MCP server — access ends automatically when your trial expires unless you subscribe.

Less than one engineer-hour a month.