> ## Documentation Index > Fetch the complete documentation index at: https://docs.vortexiq.ai/llms.txt > Use this file to discover all available pages before exploring further. # Anthropic (Claude) on Vortex IQ > Monitor Anthropic (Claude) health, cost and reliability signals, and catch incidents and runaway spend early. Monitor Anthropic (Claude) health, cost and reliability signals, and catch incidents and runaway spend early. 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. [Connect or manage this source](https://app.vortexiq.ai/workbench/settings/sources) ยท [How connecting works](/integrations/connector-catalogue) | **18** | **3** | **Build your own** | **17** | **3** | | ------------------- | ---------------- | ------------------ | ---------------- | -------------- | | performance signals | automated checks | automated fixes | proven workflows | API operations | ## Monitor performance 18 performance signals. Signals with an alert band can raise Nerve Centre alerts; every signal supports a merchant-configured watcher. | Signal | Outcome | Alert behaviour | What it tracks | | ------------------------------------- | ----------------------- | ------------------ | ----------------------------------------------------------------------------------------- | | **Claude Spend (30d)** | Control risk and change | Alert band 10 / 50 | Sum of cost\_report daily amounts over the last 30d. Admin key required. | | **Total Tokens (30d)** | Control risk and change | Alert band 0 / -50 | uncached input + cache reads + cache creation + output tokens summed over the last 30d. | | **Avg Cost per Million Tokens (30d)** | Control risk and change | Watch only | 30d spend / (30d total tokens / 1,000,000); blended effective rate. | | **Avg Daily Spend (30d)** | Run operations | Watch only | 30d spend / days with any cost bucket. | | **Cache Creation Tokens (30d)** | Control risk and change | Watch only | Sum of cache\_creation input tokens; what it costs to build the cache. | | **Cache Read Tokens (30d)** | Control risk and change | Watch only | Sum of cache\_read\_input\_tokens; prompt-cache reuse volume. | | **Cost by Line Item (30d)** | Catalogue quality | Watch only | cost\_report amounts grouped by line description (model / token type). | | **Daily Spend Trend** | Run operations | Watch only | Daily cost buckets from the cost\_report over the last 30d. | | **Daily Tokens Trend** | Control risk and change | Watch only | Daily total-token buckets over the last 30d. | | **Models Available** | Control risk and change | Watch only | Count of models the key can see via /v1/models. Renders with any API key. | | **Output : Input Token Ratio (30d)** | Control risk and change | Watch only | output\_tokens / (uncached + cache-read input tokens); generation-heavy vs context-heavy. | | **Output Tokens (30d)** | Control risk and change | Watch only | Sum of output\_tokens over the last 30d. | | **Prompt Cache Hit Rate (30d)** | Grow revenue | Watch only | cache\_read / (cache\_read + uncached input) x 100. Higher = cheaper repeat prompts. | | **Spend Spike Alert** | Run operations | Alert band 10 / 50 | Spend change vs the prior 30d; fires on a spike per the ai\_spend\_trend band. | | **Tokens by Model (30d)** | Control risk and change | Watch only | Total tokens grouped by model. | | **Top Cost Line (30d)** | Run operations | Watch only | The single largest cost line by 30d amount. | | **Uncached Input Tokens (30d)** | Control risk and change | Watch only | Sum of uncached\_input\_tokens over the last 30d. | | **Usage Stall Alert** | Control risk and change | Alert band 0 / -50 | Token-volume change vs the prior 30d; a silent stall means the integration or key broke. | ## 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. | Check | Severity | Outcome | Why it matters | Fix status | | ------------------------------------------------------------------ | -------- | ----------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ----------- | | **API key invalid, expired or lacking the scopes the cards need** | high | Control risk and change | 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, un | Report only | | **Spend up more than 50% vs the prior period** | high | Run operations | 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 | Report only | | **Usage dropped more than 50% vs the prior period (silent stall)** | medium | Control risk and change | 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. | Report only | ### Build your own automated fixes 3 checks report findings on Anthropic (Claude) today. Turn any finding into an automated fix with a Vortex IQ workflow: **13,885 read and write operations across 229 connectors** are available as building blocks, with approval, verification and rollback on every change. ## Automate approved work Vortex IQ is integrated with **3 read** and **0 write** operations across models, organizationcostreports, organizationusagereportmessages on Anthropic (Claude). Combine them with anything from the **13,885 operations across 229 connectors** to automate the work in your own words. Changes follow the merchant's configured approval policy: the target, proposed change, affected records, risk, reversibility and verification plan are shown before execution. Read-only operations do not modify the connected system. [Create a workflow](https://app.vortexiq.ai/workbench/flows/create?connector=anthropic) | Resource | Read operations | Write operations | | ------------------------------- | --------------- | ---------------- | | models | 1 | 0 | | organizationcostreports | 1 | 0 | | organizationusagereportmessages | 1 | 0 | Signed-in users see the full catalogue in the workflow builder, filtered to the sources they have connected. ### Proven workflow templates (17) | Workflow | For | Also available on | Tested alongside | What it does | | --------------------------------- | ----------------------- | ------------------------------------------------------------------------------------------------ | ------------------------------------------------ | ------------------------------------------------------------------------------------------ | | **Brand Voice Compliance Review** | Product content manager | OpenAI, DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Google Gemini | BigCommerce, Shopify, Gemini | flags off-brand, unsupported or inconsistent product claims and proposes corrections. | | **Catalogue Completeness Guard** | Product content manager | OpenAI, DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Google Gemini | BigCommerce, Shopify, Gemini | scores required fields by category and routes the highest-revenue gaps first. | | **Duplicate Copy Resolver** | Product content manager | OpenAI, DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Google Gemini | BigCommerce, Shopify, Gemini | detects reused descriptions and produces differentiated drafts from verified attributes. | | **New SKU Content Factory** | Product content manager | OpenAI, DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Google Gemini | BigCommerce, Shopify, Gemini | turns approved source data into complete draft PDPs with a human review queue. | | **PDP Enrichment Queue** | Product content manager | OpenAI, DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Google Gemini | BigCommerce, Shopify, Gemini | finds thin product pages, generates on-brand copy, and batches changes for approval. | | **Product Claim Evidence Check** | Product content manager | OpenAI, DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Google Gemini | BigCommerce, Shopify, Gemini | identifies unsubstantiated claims and requires evidence or removal before publish. | | **Seasonal Content Refresh** | Product content manager | OpenAI, DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Google Gemini | BigCommerce, Shopify, Gemini | identifies stale seasonal language and prepares date-safe updates with expiry/rollback. | | **Supplier Copy Normaliser** | Product content manager | OpenAI, DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Google Gemini | BigCommerce, Shopify, Gemini | converts inconsistent feeds into house style while preserving factual specifications. | | **Variant Consistency Sweep** | Product content manager | OpenAI, DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Google Gemini | BigCommerce, Shopify, Gemini | reconciles names, options, specifications and copy across product families. | | **Brief Approval Router** | Content manager | OpenAI, DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Google Gemini | BigCommerce, Shopify, HubSpot, Mailchimp, Gemini | sends briefs to the correct legal, SEO, product and brand approvers based on content type. | | **Brief-to-Draft Pipeline** | Content manager | OpenAI, DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Google Gemini | BigCommerce, Shopify, HubSpot, Mailchimp, Gemini | produces evidence-backed article drafts with sources, brand rules and approval status. | | **Campaign Asset Repurposer** | Content manager | OpenAI, DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Google Gemini | BigCommerce, Shopify, HubSpot, Mailchimp, Gemini | turns an approved core message into channel-specific drafts without auto-publishing. | | **Content Calendar Builder** | Content manager | OpenAI, DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Google Gemini | BigCommerce, Shopify, HubSpot, Mailchimp, Gemini | creates a channel-ready editorial calendar from launches, seasonality and search demand. | | **Content Freshness Watch** | Content manager | OpenAI, DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Google Gemini | BigCommerce, Shopify, HubSpot, Mailchimp, Gemini | finds decaying or outdated pages, explains why they matter and opens refresh tasks. | | **Editorial QA Gate** | Content manager | OpenAI, DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Google Gemini | BigCommerce, Shopify, HubSpot, Mailchimp, Gemini | checks links, claims, tone, formatting, metadata and calls to action before approval. | | **Evergreen Refresh Queue** | Content manager | OpenAI, DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Google Gemini | BigCommerce, Shopify, HubSpot, Mailchimp, Gemini | schedules evidence and date checks for high-value guides. | | **Launch Story Pack** | Content manager | OpenAI, DigitalOcean, Google Cloud Platform, Amazon Web Services, Microsoft Azure, Google Gemini | BigCommerce, Shopify, HubSpot, Mailchimp, Gemini | creates coordinated blog, email and social drafts from verified product information. | 3 further designed workflows are in validation and become activatable only once proven against a live account. Prototypes are never presented as ready. *** *Generated from the connector capability graph. Counts reflect the servable registry after alias normalisation and de-duplication, and refresh automatically when the registry changes.*