OpenAI on Vortex IQ

Monitor OpenAI health, cost and reliability signals, and catch incidents and runaway spend early.

Monitor OpenAI health, cost and reliability signals, and catch incidents and runaway spend early.

Connect or manage this source · How connecting works · Create a workflow

20

performance signals

3

automated checks

Build your own

automated fixes

27

proven workflows

288

API operations

Overview

What you can achieve

Capabilities are grouped around merchant outcomes, not API terminology.

Control risk and change

Keep tracking, access and change under governed control.

Run operations

Monitor orders, fulfilment, delivery and settlement.

Grow revenue

Improve discovery, conversion, campaigns and repeat purchase.

From connection to verified outcome

The controlled sequence every capability follows. Nothing changes a connected system without the approval step.

1. Connect

   Authorise the source. Scopes are shown before access is granted.

2. Monitor

   Watch the signals against your own baselines, not universal defaults.

3. Detect

   Run checks and gather evidence specific to your store.

4. Recommend

   Explain what happened, why it matters and the proposed action.

5. Approve

   You review scope, risk and reversibility before anything changes.

6. Execute

   Apply through governed connector operations.

7. Verify

   Confirm the intended result and keep the receipt.

No changes are made without the configured approval policy. Read-only operations do not modify the connected system; schedules, access scopes, API usage and data handling remain governed by Vortex IQ controls.

Monitor (20)

Monitor performance

20 performance signals. Open an outcome to see its signals and how each one alerts. Read-only operations do not modify the connected system.

Control risk and change (11 signals)

Signal	Alert behaviour	What it tracks
API Requests (30d)	Alert band 0 / -50	Sum of num_model_requests from /v1/organization/usage/completions over the last 30d.
Avg Tokens per Request (30d)	Watch only	(input+output tokens) / num_model_requests.
Cached Input Tokens (30d)	Watch only	Sum of input_cached_tokens; prompt-cache effectiveness in absolute terms.
Cost by Line Item (30d)	Watch only	Costs grouped by line_item (e.g. per-model input/output token charges).
Input Tokens (30d)	Watch only	Sum of input_tokens over the last 30d.
Models Available	Watch only	Count of models the key can see via /v1/models. Renders with any API key.
OpenAI Spend (30d)	Alert band 10 / 50	Sum of /v1/organization/costs daily amounts over the last 30d. Admin API key required.
Output : Input Token Ratio (30d)	Watch only	output_tokens / input_tokens; generation-heavy vs context-heavy workloads.
Output Tokens (30d)	Watch only	Sum of output_tokens over the last 30d.
Tokens by Model (30d)	Watch only	input+output tokens grouped by model.
Total Tokens (30d)	Watch only	input_tokens + output_tokens summed over the last 30d.

Run operations (8 signals)

Signal	Alert behaviour	What it tracks
Avg Cost per Request (30d)	Watch only	30d spend / 30d num_model_requests.
Avg Daily Spend (30d)	Watch only	30d spend / days with any cost bucket.
Daily Requests Trend	Watch only	Daily num_model_requests buckets over the last 30d.
Daily Spend Trend	Watch only	Daily cost buckets from /v1/organization/costs over the last 30d.
Requests by Model (30d)	Watch only	num_model_requests grouped by model.
Spend Spike Alert	Alert band 10 / 50	Spend change vs the prior 30d; fires on a spike per the ai_spend_trend band.
Top Cost Line Item (30d)	Watch only	The single largest line_item by 30d cost.
Usage Stall Alert	Alert band 0 / -50	Request-volume change vs the prior 30d; a silent stall means the integration or key broke.

Grow revenue (1 signals)

Signal	Alert behaviour	What it tracks
Prompt Cache Hit Rate (30d)	Watch only	input_cached_tokens / input_tokens x 100. Higher = cheaper repeat prompts.

Audit (3)

Audit risks and opportunities

A fix status appears only where the action, inputs, approval, verification and recovery controls are mapped. Candidate remediations are never executable. Open a check for the detail.

API key invalid, expired or lacking the scopes the cards need

Severity high · Outcome Control risk and change · Fix status Report only

Once this credential fails, VortexIQ stops seeing usage, cost and health data from this platform entirely, and every finding here that depends on it goes stale from that moment, silently, until someone notices the numbers stopped updating.

Vortex IQ detects and explains this; resolution is manual, with evidence and recommended steps.

Reference: CLOUD-AUTH-001

Spend up more than 50% vs the prior period

Severity high · Outcome Run operations · Fix status Report only

Spend on this platform rose more than 50% versus the prior period. A jump this size is either a deliberate scale-up worth confirming was intentional, or an unbounded process, a stuck job, a misconfigured autoscaler, quietly running up a bill nobody approved.

Vortex IQ detects and explains this; resolution is manual, with evidence and recommended steps.

Reference: CLOUD-SPEND-001

Usage dropped more than 50% vs the prior period (silent stall)

Severity medium · Outcome Control risk and change · Fix status Report only

Usage halving against the prior period is the earliest sign of a silent stall: a broken schedule, an expired credential, or a team that quietly stopped.

Vortex IQ detects and explains this; resolution is manual, with evidence and recommended steps.

Reference: CLOUD-USAGE-001

Build your own automated fixes

Turn any finding into an automated fix with a Vortex IQ workflow: over 13,000 read and write operations across more than 200 connectors are available as building blocks, with approval, verification and rollback on every change.

Automate

Automate approved work

Vortex IQ is integrated with 122 read and 166 write operations across assistants, audiovoiceconsents, chatcompletions, evals, evalruns, organizationcertificates on OpenAI. Combine them with anything from the over 13,000 operations across more than 200 connectors to automate the work in your own words.

Changes follow your configured approval policy: the target, proposed change, affected records, risk, reversibility and verification plan are shown before execution.

Create a workflow

Proven workflow templates (27)

Back-in-stock Opportunity Queue

For CRM / lifecycle marketing manager · Ready to deploy

identifies high-intent customers and prepares consent-safe notifications.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: Mailchimp, HubSpot, BigCommerce, Shopify

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Brand Voice Compliance Review

For Product content manager · Ready to deploy

flags off-brand, unsupported or inconsistent product claims and proposes corrections.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: BigCommerce, Shopify, Anthropic, Gemini

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Campaign Preflight Gate

For CRM / lifecycle marketing manager · Ready to deploy

validates segment, exclusions, consent, links, stock, offer dates and tracking before send approval.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: Mailchimp, HubSpot, BigCommerce, Shopify

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Catalogue Completeness Guard

For Product content manager · Ready to deploy

scores required fields by category and routes the highest-revenue gaps first.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: BigCommerce, Shopify, Anthropic, Gemini

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Deliverability and List Health Guard

For CRM / lifecycle marketing manager · Ready to deploy

monitors bounce, complaint, suppression and engagement shifts with safe remediation advice.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: Mailchimp, HubSpot, BigCommerce, Shopify

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Duplicate Copy Resolver

For Product content manager · Ready to deploy

detects reused descriptions and produces differentiated drafts from verified attributes.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: BigCommerce, Shopify, Anthropic, Gemini

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Flow Performance Decay Watch

For CRM / lifecycle marketing manager · Ready to deploy

detects lifecycle automations whose engagement or revenue has materially deteriorated.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: Mailchimp, HubSpot, BigCommerce, Shopify

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Frequency Pressure Guard

For CRM / lifecycle marketing manager · Ready to deploy

identifies over-contacted customers across campaigns and flows.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: Mailchimp, HubSpot, BigCommerce, Shopify

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Metadata Optimisation Queue

For SEO manager · Ready to deploy

generates evidence-based title and description improvements for approval and staged publishing.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: BigCommerce, Shopify, Cloudflare, StagingPro

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

New SKU Content Factory

For Product content manager · Ready to deploy

turns approved source data into complete draft PDPs with a human review queue.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: BigCommerce, Shopify, Anthropic, Gemini

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Out-of-stock SEO Protector

For SEO manager · Ready to deploy

detects valuable unavailable pages and prepares safe redirect, substitute or retention actions.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: BigCommerce, Shopify, Cloudflare, StagingPro

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

PDP Enrichment Queue

For Product content manager · Ready to deploy

finds thin product pages, generates on-brand copy, and batches changes for approval.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: BigCommerce, Shopify, Anthropic, Gemini

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Product Claim Evidence Check

For Product content manager · Ready to deploy

identifies unsubstantiated claims and requires evidence or removal before publish.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: BigCommerce, Shopify, Anthropic, Gemini

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Schema Coverage and Validity Sweep

For SEO manager · Ready to deploy

validates structured data across page types and stages theme/template fixes.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: BigCommerce, Shopify, Cloudflare, StagingPro

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Seasonal Content Refresh

For Product content manager · Ready to deploy

identifies stale seasonal language and prepares date-safe updates with expiry/rollback.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: BigCommerce, Shopify, Anthropic, Gemini

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Segment Drift Monitor

For CRM / lifecycle marketing manager · Ready to deploy

flags unexpected audience growth/shrinkage or overlap before it damages sends.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: Mailchimp, HubSpot, BigCommerce, Shopify

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Supplier Copy Normaliser

For Product content manager · Ready to deploy

converts inconsistent feeds into house style while preserving factual specifications.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: BigCommerce, Shopify, Anthropic, Gemini

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Technical SEO Regression Monitor

For SEO manager · Ready to deploy

watches broken links, redirect chains, canonicals, robots, schema and indexability after changes.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: BigCommerce, Shopify, Cloudflare, StagingPro

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Variant Consistency Sweep

For Product content manager · Ready to deploy

reconciles names, options, specifications and copy across product families.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: BigCommerce, Shopify, Anthropic, Gemini

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Brief Approval Router

For Content manager · Ready to deploy

sends briefs to the correct legal, SEO, product and brand approvers based on content type.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: BigCommerce, Shopify, HubSpot, Mailchimp, Anthropic, Gemini

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Brief-to-Draft Pipeline

For Content manager · Ready to deploy

produces evidence-backed article drafts with sources, brand rules and approval status.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: BigCommerce, Shopify, HubSpot, Mailchimp, Anthropic, Gemini

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Campaign Asset Repurposer

For Content manager · Ready to deploy

turns an approved core message into channel-specific drafts without auto-publishing.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: BigCommerce, Shopify, HubSpot, Mailchimp, Anthropic, Gemini

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Content Calendar Builder

For Content manager · Ready to deploy

creates a channel-ready editorial calendar from launches, seasonality and search demand.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: BigCommerce, Shopify, HubSpot, Mailchimp, Anthropic, Gemini

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Content Freshness Watch

For Content manager · Ready to deploy

finds decaying or outdated pages, explains why they matter and opens refresh tasks.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: BigCommerce, Shopify, HubSpot, Mailchimp, Anthropic, Gemini

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Editorial QA Gate

For Content manager · Ready to deploy

checks links, claims, tone, formatting, metadata and calls to action before approval.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: BigCommerce, Shopify, HubSpot, Mailchimp, Anthropic, Gemini

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Evergreen Refresh Queue

For Content manager · Ready to deploy

schedules evidence and date checks for high-value guides.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: BigCommerce, Shopify, HubSpot, Mailchimp, Anthropic, Gemini

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Launch Story Pack

For Content manager · Ready to deploy

creates coordinated blog, email and social drafts from verified product information.

Also available on: DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Anthropic (Claude), Google Gemini

Tested alongside: BigCommerce, Shopify, HubSpot, Mailchimp, Anthropic, Gemini

Runs on a schedule or trigger. Any step that changes data pauses for approval, and results deliver to the configured destination with a run receipt.

Browse the operations you can build with

Resource	Read operations	Write operations
assistants	2	3
audiovoiceconsents	2	3
chatcompletions	2	3
evals	2	3
evalruns	2	3
organizationcertificates	2	3
organizationgroups	2	3
organizationprojectserviceaccounts	2	3

Signed-in users see the full catalogue in the workflow builder, filtered to the sources they have connected.

13 further designed workflows are in validation and become activatable only once proven against a live account. Prototypes are never presented as ready.