V5 Ultimate
Module · V5 AI

V5 AIa workshop of specialists, not a chatbot.

V5 AI isn't one general assistant — it's nine narrow specialists, each grounded in the slice of your tenant data it's entitled to see. Formula AI drafts BoMs. Quality AI triages deviations. Material Issue AI reads dispense variance. Demand AI turns open sales orders + forecast into a planner narrative. Reorder AI, Scorecard AI, Daily Brief AI, Invoice AI, Label Design AI — plus Ask V5 for the floor. Model per assistant is swappable via the gateway; every regulated action is human-e-signed.

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Domain-bound · grounded · auditable

We didn't bolt a chatbot on. We built a workshop of specialists.

A generalist LLM hallucinates because it has nothing to anchor to. Each V5 AI is narrow on purpose — a Formula AI that only reasons about your master recipes, a Quality AI grounded in your deviation history, a Doc Intake AI bound to your active SOPs. They cite their sources. They refuse out of lane. They never see another tenant.

The atelier

Fourteen specialists. Zero overlap.

Each one narrow on purpose. Each one grounded in the slice of your tenant data it's entitled to see. Click any to read the full pillar.

Paper-to-eBR AI

Scans legacy paper BMRs/DHRs, extracts every entry and signature, rebuilds them as validated electronic records with the scan retained as source.

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Doc Intake AI

Reads inbound CoAs, supplier specs, MSDS. Extracts fields, reconciles against active material masters, routes exceptions.

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Ask V5

Concierge for everyone else. Knows your modules, your data shape, your industry — never your competitors'.

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CAPA / Quality AI

Triages deviations, suggests CAPA root cause from your NCR corpus, drafts the investigation narrative with citations.

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APR / PQR AI

Assembles the Annual Product Review from live batch, deviation, complaint and stability data — cited to source, not re-typed.

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CPV AI

Live SPC across CQAs and CPPs. Detects Nelson-rule trends before they breach and drafts the action.

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OOS Investigation AI

Phase I lab-error triage and Phase II manufacturing investigation drafted from the evidence — analyst reviews, doesn't type.

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Regulatory Surveillance AI

Watches FDA, EMA, MHRA, PMDA, TGA and Health Canada — filtered to your products, dosage forms and markets.

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Supplier Scorecard AI

Summarises 90 days of receipts, CoAs, SCARs and OTIF per supplier. Drafts the quarterly review with citations.

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COGS Anomaly AI

Catches cost drift — yield loss, PPV, scrap, overtime — before month-end close, not after.

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MRP Scenario AI

Model the disruption — supplier stockout, demand spike, line down — against live MRP before it happens.

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Formula Readiness AI

Every pre-flight check — spec, substitution, stability, potency, overage — before first batch.

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Label & Artwork AI

Reviews artwork proofs against approved content, symbols and market rules. Catches it before the recall.

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Daily Brief AI

Per-role morning brief: yesterday's variance, today's risks, tomorrow's PMs, audit findings due in 7 days.

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Model gateway — pick per assistant

Swap the model. Keep the validation.

Every specialist calls its model through the V5 gateway. Gemini for long-context, GPT for structured extraction, Claude for nuanced narrative — or an open-source / private-endpoint model when data can't leave your network. On-prem V5 runs a local model entirely behind your firewall. Change models without re-validating the platform; cost and latency are surfaced per call.

Grounded — every claim has a row ID

No answer without a row it came from.

Every Quality AI response cites the deviations, IPCs and master records that produced it. Click a citation → you land on the record. If the AI can't cite, it says so — it doesn't fabricate.

Plant manager
Why did batch B-44871 fail visual inspection at 92%?
Quality AI
Pulled lot-history B-44871 + IPC log + last 18 mo deviation corpus.
Quality AI
Likely cause: coater C-3 spray-rate drift @ T+38min — pattern matched 3 of 4 prior similar NCRs (Δ +4.2% spray, same coater).
Quality AI
Citations: NCR-2024-218 · NCR-2024-441 · NCR-2025-019 · IPC-B44871 · MR-C3-2026-04
Hard guardrails

The rules every V5 specialist cannot break.

RLS-bound at the database

AI inherits the user's row-level security. It cannot surface data the user couldn't pull manually. Cross-tenant leakage is a database-level impossibility, not a prompt promise.

Server-side only

AI runs in our edge — your prompts never go to a third-party browser plugin or unmanaged endpoint.

Cited or silent

An answer without a citation is not an answer. Specialists refuse rather than hallucinate.

Out of lane = refused

Ask the Invoice AI about coater drift and it punts you to Quality AI. No generalist drift.

Auditable prompts

Every prompt + every answer + every citation is logged under the user, time-bound, retention-policy aware.

Human-in-the-loop

AI drafts; humans approve. Nothing AI-generated lands in a GxP record without an e-signature.

Specialists, not chatbots.

AI inside V5 AI

Where AI actually earns its place.

V5 AI is nine narrow specialists behind one gateway, not a general assistant — this page is about how each one is scoped, grounded and kept inside its lane.

  1. 01

    Narrow by design, refuses out of lane

    Formula AI drafts BoMs, Quality AI triages deviations, Material Issue AI reads dispense variance, Demand AI narrates planning signals — each specialist only answers within the domain it was built for and declines requests outside it, rather than guessing.

  2. 02

    RAG-grounded and cited, not free-form

    Every answer is generated against retrieved tenant records and cites the row IDs it drew from, so a reviewer can check the citation rather than take the answer on faith.

  3. 03

    RLS-bound to the asking user

    An assistant inherits the requesting user's row-level security — it can only see and cite data that user could already pull manually, so AI never becomes a side door to broader data access.

  4. 04

    Model gateway, swappable per assistant

    Each specialist's underlying model — Gemini, GPT, Claude or on-prem inference — is chosen and can be swapped independently through the gateway, with cost and latency visible per call, without re-validating the rest of the platform.

  5. 05

    Every action logged with prompt and citations

    The prompt, the citations and the output for every AI action are logged, giving a durable record of what the assistant was asked and what it drew on — separate from, and prior to, whatever a human signs off.

What AI never does

No V5 AI specialist signs a GxP record, and none is trained on customer data — each one drafts within its domain, cites what it read, and hands the decision to a human whose e-signature is the only thing that makes it official.

Engineered on
21 CFR Part 11 e-signatures
Immutable audit trail
Multi-tenant RLS isolation
GS1-128 license plates
Two-way ERP adapters
Instead of an FAQ

Just ask V5 — it knows the product cold.

Pick a question or type your own. V5 answers grounded in how v5 ai — a workshop of specialists across qa, planning, ap, floor | v5 ultimate actually behaves on the floor.

Got questions, or want to see it on your shop floor?

Ask V5 — our code-aware assistant — or spin up a workspace. Both are free.