How to Use Lyria for Output refinement passes

Voyagez en train entre la France et la Suisse. De Paris vers Genève, Lausanne ou Zurich : découvrez toutes les offres, promotions et services de TGV Lyria. Confirm live details on tgv-lyria.com/fr/fr before production use.

Practical Output refinement passes examples

Example 1

Scenario:
Lyria — Output refinement passes (pass 1). Context: Voyagez en train entre la France et la Suisse. De Paris vers Genève, Lausanne ou Zurich : découvrez toutes les offres, promotions et service

Objective:
Deliver a reviewable output refinement passes result using Lyria.

Inputs:
- Verified facts from tgv-lyria.com/fr/fr
- Audience, channel, or technical constraints
- Success criteria and forbidden claims

Workflow:
Open Lyria → Configure for output refinement passes → Pilot with sample inputs → Review against success criteria → Iterate one axis → Finalize

Requirements:
- Use only verified Lyria capabilities; do not invent features.
- Confirm live details on tgv-lyria.com/fr/fr before promising volume or pricing.
- Human-review before external publish, send, billing, or compliance use.

Expected output:
A concrete output refinement passes artifact plus a short verification checklist.

Example 2

Scenario:
Lyria — Output refinement passes (pass 2). Context: Voyagez en train entre la France et la Suisse. De Paris vers Genève, Lausanne ou Zurich : découvrez toutes les offres, promotions et service

Objective:
Deliver a reviewable output refinement passes result using Lyria.

Inputs:
- Verified facts from tgv-lyria.com/fr/fr
- Audience, channel, or technical constraints
- Success criteria and forbidden claims

Workflow:
Open Lyria → Configure for output refinement passes → Pilot with sample inputs → Review against success criteria → Iterate one axis → Finalize

Requirements:
- Use only verified Lyria capabilities; do not invent features.
- Confirm live details on tgv-lyria.com/fr/fr before promising volume or pricing.
- Human-review before external publish, send, billing, or compliance use.

Expected output:
A concrete output refinement passes artifact plus a short verification checklist.

Example 3

Scenario:
Lyria — Output refinement passes (pass 3). Context: Voyagez en train entre la France et la Suisse. De Paris vers Genève, Lausanne ou Zurich : découvrez toutes les offres, promotions et service

Objective:
Deliver a reviewable output refinement passes result using Lyria.

Inputs:
- Verified facts from tgv-lyria.com/fr/fr
- Audience, channel, or technical constraints
- Success criteria and forbidden claims

Workflow:
Open Lyria → Configure for output refinement passes → Pilot with sample inputs → Review against success criteria → Iterate one axis → Finalize

Requirements:
- Use only verified Lyria capabilities; do not invent features.
- Confirm live details on tgv-lyria.com/fr/fr before promising volume or pricing.
- Human-review before external publish, send, billing, or compliance use.

Expected output:
A concrete output refinement passes artifact plus a short verification checklist.

Example 4

Scenario:
Lyria — Output refinement passes (pass 4). Context: Voyagez en train entre la France et la Suisse. De Paris vers Genève, Lausanne ou Zurich : découvrez toutes les offres, promotions et service

Objective:
Deliver a reviewable output refinement passes result using Lyria.

Inputs:
- Verified facts from tgv-lyria.com/fr/fr
- Audience, channel, or technical constraints
- Success criteria and forbidden claims

Workflow:
Open Lyria → Configure for output refinement passes → Pilot with sample inputs → Review against success criteria → Iterate one axis → Finalize

Requirements:
- Use only verified Lyria capabilities; do not invent features.
- Confirm live details on tgv-lyria.com/fr/fr before promising volume or pricing.
- Human-review before external publish, send, billing, or compliance use.

Expected output:
A concrete output refinement passes artifact plus a short verification checklist.

Example 5

Scenario:
Lyria — Output refinement passes (pass 5). Context: Voyagez en train entre la France et la Suisse. De Paris vers Genève, Lausanne ou Zurich : découvrez toutes les offres, promotions et service

Objective:
Deliver a reviewable output refinement passes result using Lyria.

Inputs:
- Verified facts from tgv-lyria.com/fr/fr
- Audience, channel, or technical constraints
- Success criteria and forbidden claims

Workflow:
Open Lyria → Configure for output refinement passes → Pilot with sample inputs → Review against success criteria → Iterate one axis → Finalize

Requirements:
- Use only verified Lyria capabilities; do not invent features.
- Confirm live details on tgv-lyria.com/fr/fr before promising volume or pricing.
- Human-review before external publish, send, billing, or compliance use.

Expected output:
A concrete output refinement passes artifact plus a short verification checklist.

Checklist before you ship

• Confirm the workflow stays inside verified Lyria capabilities
• Review outputs against tgv-lyria.com/fr/fr when accuracy or pricing claims matter
• Keep a short verification list for any claim you would publish externally