AI Enrichment

AI Enrichment generates and improves product content — titles, descriptions, attributes, SEO fields, and translations — using large language models. Prompts live in a library you can customize; batch jobs and a web-search pipeline apply them at scale; every run is tracked for cost.

GET/enrichment/prompts/

List prompts

Returns the prompt library: built-in prompts plus any custom prompts you created.

Query parameters

Name
category
Type
string
Description
Filter by category (e.g. description).
Name
active_only
Type
boolean
Description
Return only prompts with is_active: true.

Request

GET

/enrichment/prompts/

curl "https://api.pixeepim.com/api/v1/enrichment/prompts/?active_only=true" \
  -H "Authorization: Bearer {api_key}"

Response

[
  {
    "slug": "seo-description-fr",
    "name": "SEO description (FR)",
    "category": "description",
    "purpose": "descriptions",
    "language": "fr",
    "output_format": "text",
    "is_active": true,
    "sort_order": 100
  }
]

GET/enrichment/prompts/{slug}

Get a prompt

Returns the full definition of a prompt, including its system prompt and user prompt template.

Path parameters

Name
slug
Type
string
Description
The prompt slug.

Request

GET

/enrichment/prompts/{slug}

curl https://api.pixeepim.com/api/v1/enrichment/prompts/seo-description-fr \
  -H "Authorization: Bearer {api_key}"

Response

{
  "slug": "seo-description-fr",
  "name": "SEO description (FR)",
  "category": "description",
  "purpose": "descriptions",
  "language": "fr",
  "output_format": "text",
  "system_prompt": "Tu es un rédacteur e-commerce spécialisé SEO.",
  "user_prompt_template": "Rédige une description de {{title}} en {{language}}.",
  "is_active": true,
  "sort_order": 100
}

POST/enrichment/prompts/

Create a custom prompt

Creates a custom prompt in the library, alongside the built-in ones.

Body parameters

Name
slug
Type
string
Description
Lowercase identifier, 3–100 chars, [a-z0-9_-] only.
Name
name
Type
string
Description
Display name.
Name
category
Type
string
Description
Free-form grouping label (default: description).
Name
purpose
Type
string
Description
One of descriptions, categorize, seo, attributes, translate.
Name
language
Type
string
Description
Prompt language, ISO 639-1 (default: fr).
Name
output_format
Type
string
Description
text or a structured format the enrichment pipeline understands (default: text).
Name
system_prompt
Type
string
Description
System instructions sent to the model.
Name
user_prompt_template
Type
string
Description
User message template; supports variable interpolation (e.g. {{title}}).
Name
is_active
Type
boolean
Description
Whether the prompt is selectable (default: true).
Name
sort_order
Type
integer
Description
Display order (default: 100).

Request

POST

/enrichment/prompts/

curl -X POST https://api.pixeepim.com/api/v1/enrichment/prompts/ \
  -H "Authorization: Bearer {api_key}" \
  -H "Content-Type: application/json" \
  -d '{
    "slug": "seo-description-fr-v2",
    "name": "SEO description (FR) v2",
    "purpose": "descriptions",
    "language": "fr",
    "system_prompt": "Tu es un rédacteur e-commerce spécialisé SEO.",
    "user_prompt_template": "Rédige une description de {{title}} en {{language}}, ton {{tone}}."
  }'

Response

{
  "slug": "seo-description-fr-v2",
  "name": "SEO description (FR) v2",
  "category": "description",
  "purpose": "descriptions",
  "language": "fr",
  "output_format": "text",
  "is_active": true,
  "sort_order": 100
}

PATCH/enrichment/prompts/{slug}

Update a prompt

Partially updates a prompt. Every field is optional and only provided fields are changed.

Path parameters

Name
slug
Type
string
Description
The prompt slug.

Body parameters

Name
name
Type
string
Description
Display name.
Name
category
Type
string
Description
Grouping label.
Name
purpose
Type
string
Description
One of descriptions, categorize, seo, attributes, translate.
Name
language
Type
string
Description
Prompt language.
Name
output_format
Type
string
Description
Output format.
Name
system_prompt
Type
string
Description
System instructions.
Name
user_prompt_template
Type
string
Description
User message template.
Name
is_active
Type
boolean
Description
Whether the prompt is selectable.
Name
sort_order
Type
integer
Description
Display order.

Request

PATCH

/enrichment/prompts/{slug}

curl -X PATCH https://api.pixeepim.com/api/v1/enrichment/prompts/seo-description-fr-v2 \
  -H "Authorization: Bearer {api_key}" \
  -H "Content-Type: application/json" \
  -d '{ "is_active": false }'

Response

{
  "slug": "seo-description-fr-v2",
  "name": "SEO description (FR) v2",
  "is_active": false
}

DELETE/enrichment/prompts/{slug}

Delete a prompt

Deletes a custom prompt. Built-in prompts cannot be deleted.

Path parameters

Name
slug
Type
string
Description
The prompt slug.

Request

DELETE

/enrichment/prompts/{slug}

curl -X DELETE https://api.pixeepim.com/api/v1/enrichment/prompts/seo-description-fr-v2 \
  -H "Authorization: Bearer {api_key}"

POST/enrichment/prompts/{slug}/execute

Execute a prompt on a product

Runs a specific prompt against a product, bypassing the normal resolution order. Useful for testing a prompt before binding it to an entity or group.

Path parameters

Name
slug
Type
string
Description
The prompt slug to execute.

Body parameters

Name
product_id
Type
string
Description
The product UUID to run the prompt against.

Request

POST

/enrichment/prompts/{slug}/execute

curl -X POST https://api.pixeepim.com/api/v1/enrichment/prompts/seo-description-fr/execute \
  -H "Authorization: Bearer {api_key}" \
  -H "Content-Type: application/json" \
  -d '{ "product_id": "550e8400-e29b-41d4-a716-000000000001" }'

Response

{
  "product_id": "550e8400-e29b-41d4-a716-000000000001",
  "prompt_slug": "seo-description-fr",
  "output": "Produit certifié CE conforme à la directive RoHS...",
  "provider": "openai",
  "model": "gpt-4o-mini"
}

GET/enrichment/products/{product_id}/prompt-preview

Preview prompt resolution

Shows which prompt would actually run for a product, per enrichment type, without spending AI credits. This surfaces the resolution order used by POST /enrichment/products/{product_id}: an entity binding, then the group (base) binding, then the prompt library's default for that purpose, then a hard-coded constant fallback. Pass entity_id to preview resolution for that entity; omit it to preview the group (reference sheet) target.

Path parameters

Name
product_id
Type
string
Description
The product UUID.

Query parameters

Name
entity_id
Type
string
Description
Preview resolution for this entity. Omitted = group (reference sheet) target.
Name
types
Type
array
Description
Enrichment types (purposes) to preview.

rank in the response is the resolution level that matched (entity → group → library → constant, in that order) and binding_missing is true when no explicit binding exists and the library default or constant was used instead. When a prompt actually runs, its prompt_slug (and this rank) are recorded in the result's ai_metadata.

Request

GET

/enrichment/products/{product_id}/prompt-preview

curl "https://api.pixeepim.com/api/v1/enrichment/products/550e8400-e29b-41d4-a716-000000000001/prompt-preview?types=descriptions&types=seo" \
  -H "Authorization: Bearer {api_key}"

Response

{
  "product_id": "550e8400-e29b-41d4-a716-000000000001",
  "target": {
    "layer": "group",
    "entity_id": null,
    "language": "fr",
    "pivot_language": "fr"
  },
  "strict": false,
  "written_to": "reference",
  "prompts": [
    {
      "purpose": "descriptions",
      "prompt_slug": "seo-description-fr",
      "source": "library",
      "rank": 3,
      "origin": "default",
      "binding_missing": true
    }
  ]
}

POST/enrichment/products/{product_id}

Enrich a product

Triggers AI enrichment for a single product.

Path parameters

Name
product_id
Type
string
Description
The product UUID.

Query parameters

Name
types
Type
array
Description
Enrichment types to run (default: all).
Name
auto_apply
Type
boolean
Description
If true, writes the generated fields directly (default: true).
Name
entity_id
Type
string
Description
Enrich for this entity instead of the reference sheet. Only descriptions and seo are accepted for an entity target; a 422 is returned if no prompt is bound to the entity. The result is written to the entity's own content variant — the group's reference sheet is never modified.

Request

POST

/enrichment/products/{product_id}

curl -X POST "https://api.pixeepim.com/api/v1/enrichment/products/550e8400-e29b-41d4-a716-000000000001?types=descriptions&types=seo&auto_apply=true" \
  -H "Authorization: Bearer {api_key}"

Response

{
  "product_id": "550e8400-e29b-41d4-a716-000000000001",
  "descriptions": "Produit certifié CE conforme à la directive RoHS...",
  "seo": { "title": "...", "meta_description": "..." },
  "ai_metadata": {
    "descriptions": { "prompt_slug": "seo-description-fr", "provider": "openai", "model": "gpt-4o-mini" }
  }
}

GET/enrichment/products/{product_id}

Get product enrichment

Returns the stored enrichment data for a product.

Path parameters

Name
product_id
Type
string
Description
The product UUID.

Request

GET

/enrichment/products/{product_id}

curl https://api.pixeepim.com/api/v1/enrichment/products/550e8400-e29b-41d4-a716-000000000001 \
  -H "Authorization: Bearer {api_key}"

GET/enrichment/products/{product_id}/progress

Get enrichment progress

Polls the progress of an in-flight enrichment run for a product.

Path parameters

Name
product_id
Type
string
Description
The product UUID.

Request

GET

/enrichment/products/{product_id}/progress

curl https://api.pixeepim.com/api/v1/enrichment/products/550e8400-e29b-41d4-a716-000000000001/progress \
  -H "Authorization: Bearer {api_key}"

Response

{ "in_progress": false }

POST/enrichment/products/{product_id}/apply

Apply enrichment fields

Applies previously generated enrichment fields to the product, when auto_apply was not used at generation time.

Path parameters

Name
product_id
Type
string
Description
The product UUID.

Query parameters

Name
fields
Type
array
Description
Field names to apply from the last generated enrichment (e.g. description, seo_title).

Request

POST

/enrichment/products/{product_id}/apply

curl -X POST "https://api.pixeepim.com/api/v1/enrichment/products/550e8400-e29b-41d4-a716-000000000001/apply?fields=description&fields=seo_title" \
  -H "Authorization: Bearer {api_key}"

GET/enrichment/products/{product_id}/history

Get enrichment history

Returns the history of enrichment changes applied to a product's fields.

Path parameters

Name
product_id
Type
string
Description
The product UUID.

Query parameters

Name
limit
Type
integer
Description
Maximum number of history entries to return.

Request

GET

/enrichment/products/{product_id}/history

curl "https://api.pixeepim.com/api/v1/enrichment/products/550e8400-e29b-41d4-a716-000000000001/history?limit=10" \
  -H "Authorization: Bearer {api_key}"

Response

[
  {
    "id": "b1e2...",
    "enrichment_type": "description",
    "previous_value": "Ancienne description",
    "new_value": "Nouvelle description enrichie",
    "provider": "openai",
    "model": "gpt-4o-mini"
  }
]

POST/enrichment/products/{product_id}/from-documents

Enrich from documents (RAG)

Enriches a product from previously indexed documents (datasheets, certificates, manuals) using retrieval-augmented generation — no web search involved.

Path parameters

Name
product_id
Type
string
Description
The product UUID.

Query parameters

Name
auto_apply
Type
boolean
Description
If true, applies the enriched fields directly (default: false).

Request

POST

/enrichment/products/{product_id}/from-documents

curl -X POST "https://api.pixeepim.com/api/v1/enrichment/products/550e8400-e29b-41d4-a716-000000000001/from-documents?auto_apply=true" \
  -H "Authorization: Bearer {api_key}"

POST/enrichment/web/products/{product_id}/run

Run the web enrichment pipeline

Runs the full web enrichment pipeline for a product: it retrieves indexed document chunks first (RAG, phase A), and only falls back to a live web search (phase B) when RAG returns fewer than 3 relevant chunks. Phase B is skipped by default — enable it explicitly if you want the pipeline to search the web when documents are insufficient.

Path parameters

Name
product_id
Type
string
Description
The product UUID.

Body parameters

Name
skip_phase_a
Type
boolean
Description
Skip the RAG (document retrieval) phase (default: false).
Name
skip_phase_b
Type
boolean
Description
Skip the web search fallback phase (default: true).
Name
async_task
Type
boolean
Description
Run in the background and return immediately (default: false).

Request

POST

/enrichment/web/products/{product_id}/run

curl -X POST https://api.pixeepim.com/api/v1/enrichment/web/products/550e8400-e29b-41d4-a716-000000000001/run \
  -H "Authorization: Bearer {api_key}" \
  -H "Content-Type: application/json" \
  -d '{ "skip_phase_b": false, "async_task": true }'

GET/enrichment/web/products/{product_id}/results

Get web enrichment results

Returns the results of the web enrichment pipeline for a product, including which phase produced each field.

Path parameters

Name
product_id
Type
string
Description
The product UUID.

Request

GET

/enrichment/web/products/{product_id}/results

curl https://api.pixeepim.com/api/v1/enrichment/web/products/550e8400-e29b-41d4-a716-000000000001/results \
  -H "Authorization: Bearer {api_key}"

Response

{
  "product_id": "550e8400-e29b-41d4-a716-000000000001",
  "rag_chunks_found": 2,
  "used_web_search": true,
  "phases": { "collect": "completed", "synthesize": "completed" }
}

POST/enrichment/batch

Create a batch job

Creates and queues a batch enrichment job for a set of products.

Body parameters

Name
name
Type
string
Description
Descriptive name for the job.
Name
description
Type
string
Description
Optional longer description of the job's purpose.
Name
filters
Type
object
Description
Filter object to select which products to enrich. Enriches all products if omitted.
Name
enrichmentTypes
Type
array
Description
List of content types to generate (default: ["all"]).
Name
priority
Type
string
Description
Optional queue priority.
Name
maxBudget
Type
number
Description
Stop the job once this cost (USD) is reached.
Name
scheduled_at
Type
string
Description
ISO 8601 datetime to schedule the job for later execution. Starts immediately if omitted.

Request

POST

/enrichment/batch

curl -X POST https://api.pixeepim.com/api/v1/enrichment/batch \
  -H "Authorization: Bearer {api_key}" \
  -H "Content-Type: application/json" \
  -d '{
    "name": "SEO Descriptions – Active Products",
    "filters": {"is_active": true},
    "enrichmentTypes": ["description", "seo"],
    "maxBudget": 20.0
  }'

Response

{
  "id": "550e8400-e29b-41d4-a716-446655440000",
  "name": "SEO Descriptions – Active Products",
  "status": "pending",
  "total_products": 842,
  "created_at": "2026-09-17T09:00:00Z"
}

GET/enrichment/batch

List batch jobs

Returns batch enrichment jobs for the tenant.

Query parameters

Name
status
Type
string
Description
Filter by status: pending, running, completed, failed, paused, cancelled.
Name
limit
Type
integer
Description
Maximum number of jobs to return (default: 20).
Name
offset
Type
integer
Description
Pagination offset (default: 0).

Request

GET

/enrichment/batch

curl "https://api.pixeepim.com/api/v1/enrichment/batch?status=running&limit=20" \
  -H "Authorization: Bearer {api_key}"

GET/enrichment/batch/{job_id}

Get a batch job

Returns the current status and progress of a batch enrichment job.

Path parameters

Name
job_id
Type
string
Description
The batch job UUID.

Request

GET

/enrichment/batch/{job_id}

curl https://api.pixeepim.com/api/v1/enrichment/batch/550e8400-e29b-41d4-a716-446655440000 \
  -H "Authorization: Bearer {api_key}"

Response

{
  "id": "550e8400-e29b-41d4-a716-446655440000",
  "name": "SEO Descriptions – Active Products",
  "status": "completed",
  "total_products": 842,
  "processed": 842,
  "failed": 3,
  "created_at": "2026-09-17T09:00:00Z",
  "completed_at": "2026-09-17T11:30:00Z"
}

POST/enrichment/batch/{job_id}/start

Control a batch job

Starts, pauses, resumes, or cancels a batch enrichment job.

Endpoint	Effect
`POST /enrichment/batch/{job_id}/start`	Start a pending job
`POST /enrichment/batch/{job_id}/pause`	Pause a running job
`POST /enrichment/batch/{job_id}/resume`	Resume a paused job
`POST /enrichment/batch/{job_id}/cancel`	Cancel a job

Request

POST

/enrichment/batch/{job_id}/start

curl -X POST https://api.pixeepim.com/api/v1/enrichment/batch/550e8400-e29b-41d4-a716-446655440000/start \
  -H "Authorization: Bearer {api_key}"

POST/enrichment/translate/batch

Create a translation batch

Creates a batch translation job, or — with dry_run: true — only estimates its cost and scope without creating anything or writing any data.

Body parameters

Name
filter
Type
object
Description
Product selection: product_ids (explicit list, max 10 000), and/or brand, active, category, missing_language — filters combine with AND with product_ids.
Name
languages
Type
array
Description
Target languages, ISO 639-1, at least one.
Name
entity_id
Type
string
Description
Write variants for this entity. null (omitted) targets the group.
Name
configuration_id
Type
string
Description
Restrict to a specific configuration's variants. null (omitted) targets all.
Name
fields
Type
array
Description
Fields to translate: title, short_description, description, seo_title, seo_meta_description.
Name
provider
Type
string
Description
auto (DeepL first, LLM fallback per variant on 429/5xx), deepl, or llm (default: auto).
Name
overwrite_automatic
Type
boolean
Description
Rewrite automatic (unreviewed) variants. Reviewed variants are never overwritten (default: false).
Name
dry_run
Type
boolean
Description
Estimate only — no batch created, no writes (default: false).

Request

POST

/enrichment/translate/batch

curl -X POST https://api.pixeepim.com/api/v1/enrichment/translate/batch \
  -H "Authorization: Bearer {api_key}" \
  -H "Content-Type: application/json" \
  -d '{
    "filter": {"active": true, "missing_language": "de"},
    "languages": ["de", "es"],
    "fields": ["title", "description", "seo_meta_description"],
    "provider": "auto",
    "dry_run": true
  }'

Response (dry_run)

{
  "products": 420,
  "variants": 840,
  "characters": 315000,
  "estimated_cost": 18.9,
  "currency": "EUR",
  "provider": "auto"
}

GET/enrichment/translate/batch

List translation batches

Returns translation batches for the tenant, most recent first.

Query parameters

Name
limit
Type
integer
Description
Maximum number of batches to return.

Request

GET

/enrichment/translate/batch

curl "https://api.pixeepim.com/api/v1/enrichment/translate/batch?limit=20" \
  -H "Authorization: Bearer {api_key}"

GET/enrichment/translate/batch/{job_id}

Get translation batch progress

Returns a translation batch and its progress.

Path parameters

Name
job_id
Type
string
Description
The translation batch UUID.

Request

GET

/enrichment/translate/batch/{job_id}

curl https://api.pixeepim.com/api/v1/enrichment/translate/batch/550e8400-e29b-41d4-a716-446655440000 \
  -H "Authorization: Bearer {api_key}"

Response

{
  "id": "550e8400-e29b-41d4-a716-446655440000",
  "languages": ["de", "es"],
  "fields": ["title", "description", "seo_meta_description"],
  "provider": "auto",
  "status": "running",
  "products": 420,
  "total": 840,
  "done": 512,
  "failed": 3,
  "skipped": 40,
  "estimate": { "products": 420, "variants": 840, "characters": 315000, "estimated_cost": 18.9, "currency": "EUR", "provider": "auto" },
  "cursor": "550e8400-e29b-41d4-a716-000000000201"
}

POST/enrichment/translate/batch/{job_id}/pause

Control a translation batch

Pauses or resumes a translation batch. Pausing keeps the cursor in place; resuming continues from it — nothing already written is retranslated.

Endpoint	Effect
`POST /enrichment/translate/batch/{job_id}/pause`	Suspend the batch, cursor preserved
`POST /enrichment/translate/batch/{job_id}/resume`	Resume from the cursor

Request

POST

/enrichment/translate/batch/{job_id}/pause

curl -X POST https://api.pixeepim.com/api/v1/enrichment/translate/batch/550e8400-e29b-41d4-a716-446655440000/pause \
  -H "Authorization: Bearer {api_key}"

GET/enrichment/translate/batch/{job_id}/items

Get translation review rows

Returns the batch's review rows — one row per (product, language, field) — with the source (pivot) text and the translated variant text, for manual review.

Path parameters

Name
job_id
Type
string
Description
The translation batch UUID.

Query parameters

Name
language
Type
string
Description
Filter rows by target language.
Name
reviewed
Type
boolean
Description
Filter by review status.
Name
max_score
Type
number
Description
Only rows with a quality score at or below this value (surfaces the rows most worth reviewing).
Name
page
Type
integer
Description
Page number.
Name
per_page
Type
integer
Description
Items per page.

Request

GET

/enrichment/translate/batch/{job_id}/items

curl "https://api.pixeepim.com/api/v1/enrichment/translate/batch/550e8400-e29b-41d4-a716-446655440000/items?language=de&reviewed=false" \
  -H "Authorization: Bearer {api_key}"

Response

{
  "items": [
    {
      "id": "it_01",
      "product_id": "550e8400-e29b-41d4-a716-000000000001",
      "product_name": "Produit exemple",
      "language": "de",
      "pivot_language": "fr",
      "field": "title",
      "pivot_text": "Produit exemple",
      "variant_text": "Beispielprodukt",
      "quality_score": 0.91,
      "reviewed": false,
      "provider": "deepl"
    }
  ],
  "total": 840,
  "page": 1,
  "per_page": 50
}

GET/enrichment/stats

Get enrichment stats

Returns aggregate enrichment coverage statistics for the catalog.

Request

GET

/enrichment/stats

curl https://api.pixeepim.com/api/v1/enrichment/stats \
  -H "Authorization: Bearer {api_key}"

GET/enrichment/analytics

Get enrichment analytics

Returns enrichment activity analytics over a time window.

Query parameters

Name
days
Type
integer
Description
Number of days to include.

Request

GET

/enrichment/analytics

curl "https://api.pixeepim.com/api/v1/enrichment/analytics?days=30" \
  -H "Authorization: Bearer {api_key}"

POST/enrichment/web/batch/estimate

Estimate batch cost

Estimates the token usage, cost, and duration of a batch enrichment run without spending any credits (dry-run).

Body parameters

Name
product_ids
Type
array
Description
Explicit product UUIDs to estimate for.
Name
filters
Type
object
Description
Filter object to select products, as an alternative to product_ids.
Name
enrichment_types
Type
array
Description
Types to estimate (default: ["web_enrichment"]).
Name
provider
Type
string
Description
AI provider to price against (default: openai).
Name
model
Type
string
Description
Model to price against (default: gpt-4o).

Request

POST

/enrichment/web/batch/estimate

curl -X POST https://api.pixeepim.com/api/v1/enrichment/web/batch/estimate \
  -H "Authorization: Bearer {api_key}" \
  -H "Content-Type: application/json" \
  -d '{
    "filters": {"is_active": true},
    "enrichment_types": ["description", "seo"],
    "provider": "openai",
    "model": "gpt-4o-mini"
  }'

Response

{
  "products_count": 842,
  "enrichment_types": ["description", "seo"],
  "estimated_tokens": { "input": 505200, "output": 168400, "total": 673600 },
  "estimated_cost_usd": 6.42,
  "estimated_cost_eur": 5.91,
  "avg_cost_per_product_eur": 0.007,
  "estimated_duration_minutes": 42.1,
  "provider": "openai",
  "model": "gpt-4o-mini",
  "breakdown": {
    "description": { "input_tokens": 336800, "output_tokens": 84200, "cost_usd": 4.28 },
    "seo": { "input_tokens": 168400, "output_tokens": 84200, "cost_usd": 2.14 }
  }
}

GET/enrichment/web/costs/summary

Get cost summary

Returns actual AI spend for enrichment over a time window, broken down by provider and by action, with an estimate of savings from smart routing.

Query parameters

Name
days
Type
integer
Description
Number of days to include (default: 30, max 365).

Request

GET

/enrichment/web/costs/summary

curl "https://api.pixeepim.com/api/v1/enrichment/web/costs/summary?days=30" \
  -H "Authorization: Bearer {api_key}"

Response

{
  "period_days": 30,
  "total_cost_usd": 124.5,
  "total_cost_eur": 114.54,
  "by_provider": [
    { "provider": "openai", "cost_usd": 98.2, "count": 4100 },
    { "provider": "anthropic", "cost_usd": 26.3, "count": 900 }
  ],
  "by_action": [
    { "action": "description", "cost_usd": 60.1, "count": 2200 },
    { "action": "translate", "cost_usd": 40.4, "count": 1500 }
  ],
  "smart_routing_savings": {
    "tasks": 5000,
    "baseline_cost": 210.0,
    "optimized_cost": 124.5,
    "saved": 85.5,
    "savings_percent": 40.7
  }
}