ceven

Jigsawstack

Connects a suite of small AI models to your workflows to automate content generation, sentiment tracking, and web research without managing raw infrastructure.

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Why use Ceven?

  1. AI native Jigsawstack integration

    • Describe the outcome and Ceven picks the right Jigsawstack calls, fills the parameters, and checks the result.
    • Structured, agent friendly tool schemas so each call runs reliably instead of by guesswork.
    • Rich coverage for reading, writing, and querying your Jigsawstack data, across all 23 of its actions.

  2. Managed auth

    • Built in OAuth with automatic token refresh and rotation.
    • One place to manage, scope, and revoke Jigsawstack access.
    • Per user and per environment credentials instead of shared keys.

  3. Agent optimized design

    • Actions are tuned from real success and error rates so reliability climbs over time.
    • Full execution logs so you always know what ran in Jigsawstack, when, and on whose behalf.
    • The agent pauses and asks when Jigsawstack is unclear instead of plowing ahead.

  4. Enterprise grade security

    • Fine grained access so you control which agents and people can reach Jigsawstack.
    • Least privilege by default, read scopes first and only the writes a workflow needs.
    • A full audit trail of every Jigsawstack action to support review and sign off.

Supported tools

Every action Ceven's agents can run on Jigsawstack, and when to use it.

Generate image
Use this when a workflow needs to create a visual asset from a text description for a blog post or social ad.
Analyze sentiment
Classify a piece of text as positive, negative, or neutral. Use this to route angry customers to a human agent.
Convert text to speech
Generate a natural sounding audio file from text input. Use this for voice overs or accessibility features.
Perform web search
Pull AI powered search results with an overview and location context. Use this to ground responses in current events.
Summarize text
Condense a long article or transcript into a short summary. Use this to prep a brief for a team lead.
Extract keywords
Pull the main topics and entities from a text block. Use this to tag support tickets automatically.
Translate text
Convert text from one language to another. Use this to localize marketing copy for global regions.
Generate headline
Create a catchy title for a piece of content. Use this to A B test email subject lines.
Check grammar
Scan text for errors and suggest corrections. Use this as a final polish step before publishing.
Generate code snippet
Create a small block of code based on a functional description. Use this to assist developer onboarding.
Detect language
Identify the language of a given text string. Use this to route tickets to the correct regional team.
Rewrite text
Change the tone or style of a passage. Use this to turn a technical draft into a client facing email.
Generate Image from Prompt
Tool to generate images from text prompts. Use when you need visual content created from a prompt.
Sentiment Analysis
Tool to analyze text sentiment. Use when you need to classify text into positive, negative, or neutral sentiment.
Text to Speech
Tool to convert text to natural sounding speech. Use when you need to generate an audio file from text input.
Web Search
Tool to perform AI powered web search with AI overview and geo aware results. Use when you need concise search results enriched with AI summary and location context.

16 actions · scroll to see them all

Frequently asked questions

Ceven stores your Jigsawstack API key in an encrypted vault that is isolated from the general model context. When a workflow triggers a Jigsawstack action, the agent retrieves the key from the vault to sign the request and then immediately discards it from active memory. This ensures that your secret keys are never leaked into the chat history or used as training data for the LLM. You can rotate your keys in the Jigsawstack dashboard and update them in the Ceven integration settings at any time to maintain security protocols across your organization.
Rate limits are determined by your specific Jigsawstack subscription tier rather than Ceven. If you are on a free or entry level tier, you may encounter a 429 Too Many Requests error during high volume batch operations. Jigsawstack typically enforces a strict request per minute limit on their smaller models to ensure stability. To avoid this, we recommend using the batch processing settings in Ceven, which allow you to stagger requests over a longer window, effectively smoothing out the traffic to stay within your tier limits without failing the workflow.
Ceven maps each action to the most optimized model provided by Jigsawstack for that specific use case. For example, the sentiment analysis action uses their specialized classification model rather than a general purpose one to ensure faster response times and higher accuracy. While you cannot manually toggle the underlying model version within the Ceven UI, we regularly update the mapping to the latest stable version released by Jigsawstack. This removes the need for you to track version numbers or update API endpoints manually as the infrastructure evolves.
Yes, the Jigsawstack web search tool accesses the live internet to provide current information. Unlike the internal knowledge of a standard LLM, which has a training cutoff date, this tool performs a fresh query and generates a summary based on the top results found at that moment. It also includes geo aware context, meaning results can be tailored to a specific region if the workflow provides location data. This makes it ideal for tracking breaking news or monitoring competitor pricing changes that happen on a daily basis.
The text to speech tool supports a variety of languages and accents depending on the current Jigsawstack model library. When you send text to be converted, the agent attempts to detect the language automatically to select the best sounding voice. If you need a specific accent, you can specify the locale in the prompt. The resulting audio is delivered as a URL to a hosted file, which Ceven can then push to a cloud storage bucket or send directly to a messaging app like Slack or Discord.
While Jigsawstack can generate complex visual scenes, like most diffusion models, it can struggle with rendering precise, legible text within images. If your workflow requires specific typography, we recommend using Jigsawstack to create the background visual and then using a secondary image processing tool to overlay the text. The agent can be configured to handle this two step process automatically, ensuring the visual quality of the AI generation is paired with the precision of a standard graphic design tool for the final output.
Ceven implements a robust retry logic with exponential backoff for all Jigsawstack calls. If a request fails due to a transient network error or a temporary timeout, the agent will attempt to run the action again up to three times before marking the step as failed. If the failure persists, the agent will pause the workflow and notify the owner via the designated alert channel. You can then inspect the error log, adjust the prompt if necessary, and resume the workflow from the exact point of failure without restarting the entire process.
Jigsawstack models have a maximum token limit per request. If you attempt to analyze a massive document in one go, the API will return an error or truncate the text. To solve this, Ceven automatically chunks long documents into smaller, manageable segments. The agent analyzes the sentiment of each chunk individually and then performs a final aggregation to determine the overall sentiment of the entire piece. This ensures that no critical context is lost and that the final sentiment score accurately reflects the whole document rather than just the first few paragraphs.

Alternatives to Jigsawstack

Other tools that solve a similar problem. Ceven supports these too, so you can switch or run more than one at once.

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