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  • Production & PlanningPlan jobs and guide production
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  • Documents & TrainingControl procedures and qualifications
  • Equipment & PerformanceMaintain assets and measure losses
  • Orders & IntegrationsConnect customers, suppliers and systems
  • Outputs & InsightsReports, KPIs and label design
Explore all industries
    • Bakery & Confectionery
    • Food Processing
    • Ingredients & Dry Mixes
    • Sausage & Meat Products
    • Produce Packing
    • Pet Food & Pet Supplements
    • Dairy & Chilled Foods
    • Beverages & Liquid Manufacturing
    • Infant Formula
    • Radiopharmaceuticals
    • Pharmaceutical
    • Medical Devices
    • Veterinary Pharmaceuticals
    • Blood & Tissue
    • Diagnostics & IVD Kits
    • Reference Materials & Standards
    • OTC Topical Creams & Gels
    • Dietary Supplements
    • Cosmetics & Personal Care
    • Cannabis & Hemp Manufacturing
    • Fragrances & Perfumery
    • Soaps & Personal Hygiene
    • Botanical Extracts & Essential Oils
    • Plastics & Resins
    • Agricultural Chemicals
    • Specialty & Industrial Chemicals
    • Printing Inks, Pigments & Construction Chemicals
    • Lubricants & Metalworking Fluids
    • Coatings, Adhesives & Sealants
    • Consumer Products
    • Electronics & Electrical Assembly
    • Textiles & Nonwoven
    • Contract Manufacturing & Co-Packing
    • Packaging & Food-Contact Materials
    • Regulated Warehousing & Distribution
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Tenant-scoped AI · Cited answers · Role-aware

Ask V5: an assistant for questions about your records.

Ask in plain English and get an answer with links to the records behind it.

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  • Answers with Citations

    Every answer links to the specific batch, CAPA, SOP or invoice that supports it — no unsupported claims.

  • Role- and Tenant-Scoped

    Ask V5 runs inside your tenant with the caller's role — it cannot see data the user cannot see.

  • Operational, Not Chatty

    Tuned for structured pulls (lists, counts, trends) and short factual answers — not open-ended prose.

What goes wrong today3 common problems
  • Reports are a bottleneck

    Every ad-hoc question queues behind BI. Simple operational questions wait days for someone to write SQL.

  • Generic AI Leaks and Hallucinates

    External assistants have no access to your data and no accountability when they make up an answer.

  • Role and Scope Get Lost

    A sales user shouldn't see raw deviation detail; an operator shouldn't see supplier pricing. Bolt-on tools ignore this.

Everything V5 does here5 capabilities
  • Answers with Citations

    Every answer links to the specific batch, CAPA, SOP or invoice that supports it — no unsupported claims.

  • Role- and Tenant-Scoped

    Ask V5 runs inside your tenant with the caller's role — it cannot see data the user cannot see.

  • Operational, Not Chatty

    Tuned for structured pulls (lists, counts, trends) and short factual answers — not open-ended prose.

  • Refuses politely when uncertain

    If the data doesn't support an answer, Ask V5 says so and offers the next step, rather than guessing.

  • Learns your terminology

    Aliases (part codes, plant names, campaign names) are picked up from your master data — no glossary maintenance.

How it works, step by step4 steps

Ask V5 lights up in three stages.

  1. Read-only enabled. Assistant enabled tenant-wide in read-only mode with per-role scope.
  2. Master-Data Aliases. Product, site, campaign aliases picked up; users test with real questions.
  3. Write Actions Considered. Sites opt-in specific write actions with human confirmation.
  4. Session Review. QA periodically reviews assistant sessions for utility and edge cases.
What to look for when choosing

Assistants either accelerate work or introduce risk. These criteria separate a trustworthy operational assistant from a chat toy.

  • Citations on Every Answer

    Does every claim link to the underlying record? Every answer carries record links.

  • Role and Tenant Enforcement

    Is scope enforced server-side, in the caller's role? Scope enforced server-side; caller's role applied.

  • No-Train / No-Retain Terms

    Do the underlying model providers have contractual no-train, no-retain? Lovable AI Gateway contractual no-train / no-retain.

  • Refusal on Uncertainty

    Does it refuse and cite what it did find, rather than guess? Refusal is a first-class response.

  • Read-only default with opt-in writes

    Are write actions opt-in per action type with human confirmation? Read-only default; opt-in writes with human confirmation and e-signature.

  • Auditability of Every Session

    Is every question and answer retained for audit? Full session retention with per-message audit trail.

V5 Compared with Other Approaches

Ask V5 vs external chat assistants and vs BI-only tools.

capabilityspreadsheetlegacy Qmsv5
CitationsN/AN/AEvery answer
Role scopingN/ASometimesServer-side
No-train / no-retainN/AVariesContractual
Refusal on uncertaintyN/ARareNative
Write actionsN/ARareOpt-in, human-confirmed
Regulations this supportsYour quality team stays responsible for compliance

Assistants over regulated data have to satisfy access-control and audit clauses.

  • 21 CFR Part 11 §11.10(d)

    Assistant runs in the caller's session; role and record scoping enforced server-side.

  • 21 CFR Part 11 §11.10(e)

    Human review, approval and signature actions are recorded in the audit trail through normal controlled workflows where configured.

  • EU GDPR Art. 32

    No customer data leaves the tenant boundary except to the AI gateway under contractual no-retain terms.

  • ISO 27001 A.9

    Same access model as the underlying V5 application.

Standards Referenced
  • 21 CFR Part 11 (data access controls)
  • EU GDPR Article 32 (security of processing)
  • ISO 27001 A.9 (access control)
  • NIST 800-53 AC-3 (access enforcement)
Related Pages
  • Pharmaceuticals
  • Medical Devices
  • Food & Beverage
  • Cosmetics
  • Audit Trail
  • Role-based access
  • Reporting
  • V5 AI
  • Data Integrity
  • Multi-Tenant
Common questions3 answers
Does Ask V5 send my data to OpenAI or Google?
Queries route through the Lovable AI Gateway with contractual no-train and no-retain terms. Model providers see the prompt for the duration of the call and no longer.
Can it write to V5?
By default it is read-only. Write actions are opt-in per action type and always require a human confirmation step with e-signature where applicable.
What happens when it doesn't know?
It says so, cites what it did find, and suggests the next query — it does not fabricate.

Next Step

Try V5 with your own records, or ask a question first. Ask V5 opens with an editable question; nothing is sent until you choose to.

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