Abstract backdrop for generation engine
Generation Engine

Pick the right model, scope, and cadence for every run

Balance speed, cost, and quality per job. Choose scopes that protect existing work, run in the background, and keep outputs aligned with your channels and locales.

What's inside

Model choice per run

Pick speed/cost/quality trade-offs for each job so bulk updates and premium copy both fit your budget.

Scopes that protect work

Both, Fill empty, or Update existing—control overwrite behavior so you never lose approved content.

Context-aware outputs

Languages, integrations, and display options keep outputs ready for SEO, search, and localization needs.

Model selection

Choose the right model before you run

See model options with clear speed and cost expectations. Pair them with scopes to stay predictable on spend.

Model selection and controls
Workflow

From model pick to safe publishing

Step 1

Pick a model

Speed/cost/quality per run

Select the model that fits the job—fast for bulk, higher-quality for nuanced copy and SEO-critical text.

Step 2

Set scope

Both, Fill empty, Update existing

Choose overwrite behavior to protect approved content while finishing gaps or refreshing fields.

Step 3

Run and review

Background processing

Trigger runs on rows, a page, or the whole dataset. Review results in the grid and route to audit before export.

Step 4

Ship downstream

Exports and automation

Send approved outputs to automation and exports so channels stay current without rebuilding configs.

Model selection inside workspace
Model selection

Speed, cost, and quality—choose per run

Pick the model for each job in context. Use lighter models for bulk updates and heavier ones for nuanced, SEO-sensitive, or brand-critical text.

Per-run choice

Select the model before each run to fit the job’s fidelity and budget needs.

Context-aware

Model choice stays tied to the selected org/project and dataset so scopes and costs stay aligned.

Background friendly

Run at row, page, or dataset level while work continues—status and costs stay visible.

Scopes & overwrite control

Choose how each run writes to your data

Pick scopes that respect existing work or refresh everything. Keep overwrite behavior explicit so teams stay confident.

Both

Full overwrite for targeted columns—use when you need a fresh, consistent pass everywhere.

Fill empty

Only populate blanks—finish gaps without touching approved or prefilled content.

Update existing

Refine rows that already have values—perfect for upgrades without creating new entries.

Scope selection for generation runs
Language and integration controls
Languages & integrations

Localize and enrich with the right options

Set per-field languages, connect SEO/search integrations when needed, and decide how outputs are stored for downstream systems.

Per-field languages

Generate multilingual outputs in one pass or keep languages separate depending on export needs.

Integrations when needed

Attach SEO/search signals to keep outputs aligned with real demand and channel requirements.

Display and export ready

Choose merge vs separate storage so feeds, APIs, and pages get the structure they expect.

Scenarios

Dial speed, quality, and overwrite for every case

Preset patterns for bulk updates, high-fidelity copy, refreshing existing fields, and multilingual outputs.

Move fast on large sets

Use faster models with Fill empty to complete gaps without touching approved content.

  • Fast model, scope = Fill empty

  • Rows/page or full dataset

  • Great for catalog catch-up

Bulk speedBlock

Use faster models with Fill empty to complete gaps without touching approved content.

  • Fast model, scope = Fill empty

  • Rows/page or full dataset

  • Great for catalog catch-up

Model choice per run

Balance speed, cost, and quality every time you generate.

Scope control

Both, Fill empty, Update existing to protect approved work.

Granular targeting

Run on selected rows, current page, or the full dataset.

Background runs

Set and forget—jobs process while you keep working.

Language-ready

Per-field languages with merge vs separate display options.

Integration-aware

Attach SEO/search signals to keep outputs channel-ready.

Approval-friendly

Pair with audit so only approved rows reach exports.

Enterprise

Let us know a convenient time, and we'll arrange a live demo showcasing the platform.

Real, up‑to‑date, customizable data. Create or enrich any dataset you want with AI.

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