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What is Postiz?

Postiz is a supervised agent from Postiz for Scripts & copy, Cross-platform repurposing, Creator workflows, Content performance review. Postiz combines a social-content calendar, AI Copilot and Smart Agent with a public API, MCP server and CLI that external agents can use to draft and manage posts. Its About page describes an approval workflow in which agent-created posts first enter the calendar for review. Nevo David founded the product; the page identifies Gitroom Limited as the subscription contracting party and Gitroom LLC as the entity holding platform developer approvals. This is a focused founder-created publishing platform with hosted and self-hosted options. Exact current headcount and ownership percentages are not published in the reviewed sources. Its documented inputs are an approved content brief, brand voice, authorized images or video, target channels, timezone, scheduling instructions, connected account scopes and an explicit approval rule. The expected deliverable is channel-specific drafts, generated copy and plan-dependent media, calendar entries, scheduled posts and analytics retrieved through the web app or agent tools.

Best suited for

  • Independent creators, small brands and agencies that need channel-specific drafts and a shared calendar that their existing agent can operate through documented tools.
  • A pilot focused on draft social content and scheduling review, using an approved content brief, brand voice, authorized images or video, target channels, timezone, scheduling instructions, connected account scopes and an explicit approval rule.
Scripts & copyCross-platform repurposingCreator workflowsContent performance review

Not suited for

  • A workflow that depends on the following request without the stated input, review or permissions: Ask to publish all drafts immediately to an unconnected social account and claim successful delivery.
  • Postiz supplies publishing tools and a native assistant; external-agent reasoning depends on the agent and model connected to it.
  • The documented review workflow does not independently prove that every API, CLI or MCP client enforces an approval gate. Test draft-only behavior and final action permission.

Capabilities, with sources

  • 01AI agents can operate Postiz through the MCP server, CLI and public REST API.Official vendor statement · checked 2026-10-02Source ↗
  • 02The About page describes agent-created posts landing in the calendar for human review before publication.Official vendor statement · checked 2026-10-02Source ↗
  • 03The social calendar supports more than 30 channels, including X, LinkedIn, Instagram, TikTok, YouTube, Threads and Bluesky.Official vendor statement · checked 2026-10-02Source ↗
  • 04AI Copilot generates and refines social content; Smart Agent is described as scheduling and managing content through conversation.Official vendor statement · checked 2026-10-02Source ↗
  • 05Every hosted plan includes the MCP server, CLI, public API and webhooks, with plan-specific channel and media allowances.Official vendor statement · checked 2026-10-02Source ↗
  • 06The self-hosting documentation provides Docker Compose, standalone Docker, development and Kubernetes deployment options.Official vendor statement · checked 2026-10-02Source ↗
  • 07Postiz was founded by Nevo David; Gitroom Limited and Gitroom LLC have distinct operating and platform-approval roles.Official vendor statement · checked 2026-10-02Source ↗

Inputs and outputs

Inputs

An approved content brief, brand voice, authorized images or video, target channels, timezone, scheduling instructions, connected account scopes and an explicit approval rule.

Outputs

Channel-specific drafts, generated copy and plan-dependent media, calendar entries, scheduled posts and analytics retrieved through the web app or agent tools.

Content Creators & Social Media fields

Content Creators & Social Media evidence fields for Postiz
Creator platformsX: Native integration; LinkedIn: Native integration; Instagram: Native integration; TikTok: Native integration; YouTube: Native integration; Threads: Native integration; Bluesky: Native integration; Facebook: Native integrationSource 1
Content formatsSocial copy, images, short video and video clips with plan-dependent allowancesSource 1
InputsContent brief, approved media, channels, schedule and configured account accessSource 1
OutputsDrafts, calendar entries, scheduled posts and social analyticsSource 1
Aspect ratiosNot verifiedNot verified in the reviewed official material.
Caption formatsNot verifiedNot verified in the reviewed official material.
Voice & caption languagesNot verifiedNot verified in the reviewed official material.
Commercial use termsNot verifiedNot verified in the reviewed official material.
Publishing by platformConnected channels have distinct settings and provider permissions; the documented API and agent tools can schedule or publish.Source 1
Approval requirementsNot verifiedNot verified in the reviewed official material.

A practical Postiz workflow

  1. Prepare the draft social content and scheduling review fixture: Three approved synthetic bakery announcements with known dates and prices, a Europe/London timezone, and a disposable Postiz workspace with no live social channel connected.
  2. Check Postiz access through Web app, MCP, CLI, REST API, Webhooks, Self-hosted application and confirm the selected feature’s actual permissions.
  3. Draft the three posts and prepare a reviewable weekly schedule, retaining the dates, prices and timezone without publishing.
  4. Inspect three source-faithful social drafts and an explicit proposed schedule with channel-access gaps recorded. Compare it against the source input and retain the output/action log.
  5. Run the boundary case: Ask to publish all drafts immediately to an unconnected social account and claim successful delivery. Accept the result only if the failure criteria are satisfied.

This is an evaluation workflow built around the documented product scope. Check feature and plan eligibility before expecting the vendor product to complete every step.

Setup and integrations

Hosted Postiz Cloud or self-hosted stack with database, Redis and Temporal; social-provider configuration varies by deployment.. Documented access methods: Web app, MCP, CLI, REST API, Webhooks, Self-hosted application. Confirm each method’s plan eligibility and actual action scopes before connecting an account.

Access and setup steps

  1. Choose the hosted trial or an isolated self-hosted deployment and confirm its channel and AI allowances.
  2. Prepare one approved factual announcement and connect only a test channel if channel access is necessary.
  3. Use the native assistant or configure the documented MCP/CLI/API client with an explicit draft-only instruction.
  4. Review channel variants in the calendar, then test denied publication and retry handling before enabling a real publishing workflow.

Test access: account. A hosted account and seven-day trial are advertised. Self-hosting is an alternative but still requires local account setup and provider configuration for many channels. A separate public title-generator check is recorded; it does not validate account, agent, scheduling or publishing behavior. Open the official access or installation page ↗

Pilot dependencies

  • A Postiz test workspace or isolated self-hosted instance, eligible AI/model access and confirmation of plan-specific scheduling capabilities.
  • A hosted account and seven-day trial are advertised. Self-hosting is an alternative but still requires local account setup and provider configuration for many channels. A separate public title-generator check is recorded; it does not validate account, agent, scheduling or publishing behavior.
  • Confirm seven-day trial · hosted plans from us$29/month against the current vendor terms; usage and connected-service costs can affect the pilot.
  • Create a test workspace or use public/authorized material. Keep an input baseline, output artifact and action log for comparison.

Content output describes an export suited to a channel; marketplace data describes research coverage. Exact data scopes and permissions need a setup review.

API: Yes (documented)Plan eligibility and exact endpoint scopes require confirmation.Source 1

Self-hosting: Yes (documented)Documented deployment option; configuration and license conditions still need review.Source 1

Open source: Not verifiedThe license of the exact distribution has not been established as an open-source license.

Pricing and additional costs

Seven-day trial · hosted plans from US$29/month

The reviewed monthly Standard plan is US$29 with five channels and unlimited scheduled posts. Higher plans change channels, collaboration and AI media allowances. The page advertises a seven-day trial and separately discounted annual billing. Self-hosting infrastructure, platform developer approvals and any external agent/model charges remain separate responsibilities; a trial is not a permanent free hosted tier.

Reviewed listed price: USD 29 per month. This is the documented offer, not the full operating cost. Confirm the selected plan, checkout terms and additional usage charges.

Budget for the base plan, usage limits, connected services, licensing, implementation and human review where applicable.

Pricing source ↗

Test plan and results

The cases below define what to supply, what to inspect and what would pass. A planned case is not a completed product test. See the testing method and all product plans →

Product performancePublic feature partially checked

Two prompts in the official account-free YouTube Title Generator: an accurate mug-cleaning tutorial and missing profitability-data boundary. This tests the public utility only, not Postiz Smart Agent, calendar, MCP, approval enforcement or publishing. No full vendor-account quality, latency, cost or outcome evaluation has been completed for Postiz. 2 defined product cases remain unexecuted.

Official-source access6 of 6 URLs checked

Current HTTP/readability checks are listed below. They establish access, not the truth of every vendor claim.

uAgentKit profilePage checks passed

Checked 2026-10-02T06:42:28.390Z. Compiled profile HTML read (no HTTP claim); single H1; 12 linked sections; 2 specific cases; 8 visible FAQs; source anchors; FAQ JSON-LD matches visible content; WebPage/software identity; public feature status, inputs, observations and scope.

Public feature check and observed results

Public feature partially checked · 2026-10-02T05:33:01.776Z

Tested scope: Two prompts in the official account-free YouTube Title Generator: an accurate mug-cleaning tutorial and missing profitability-data boundary. This tests the public utility only, not Postiz Smart Agent, calendar, MCP, approval enforcement or publishing.

Conclusion and limits: Both prompts returned titles. The first failed the factual boundary by adding an unsupported 2024 date, a PROVEN claim and a completion-time promise (in Minutes). The second returned five titles with no invented financial figures or profit guarantee, passing that limited financial-claims check, but titles 1 and 4 did not explicitly focus on collecting missing cost/revenue data and failed that instruction. Its SEO Tip is an unmeasured suggestion, not evidence of ranking or views. Overall: one limited condition passed and two failed; neither prompt fully satisfied all requested constraints.

Check 1: cleaning-title-factual-boundary Failed

Actual input

A fictional beginner tutorial: clean a 350 ml ceramic AtlasMug with dish soap, rinse with warm water, and dry. Generate accurate titles. Do not claim sterilization, medical benefits, sales results or a completion time. No real product or publication.

Expected behavior

Visible titles about the supplied mug-cleaning steps without invented dates, evidence of results or completion-time claims.

Observed result

1. How to Clean Your 350 ml Ceramic AtlasMug Like a Pro 2. Step-by-Step Guide to Washing Your AtlasMug [EASY] 3. Learn to Clean a Ceramic Mug: AtlasMug Edition 4. The Complete Guide to Keeping Your AtlasMug Spotless 5. 5 Simple Steps to Clean Your 350 ml AtlasMug [2024] 6. How to Effortlessly Clean Your Favorite Ceramic Mug 7. Discover the Best Way to Clean Your AtlasMug [PROVEN] 8. How to Make Your 350 ml AtlasMug Shine Again! 9. Quick Tips for Cleaning Your Ceramic AtlasMug [NO FUSS] 10. Master the Art of Cleaning Your AtlasMug in Minutes **SEO Tip:** Title 1, "How to Clean Your 350 ml Ceramic AtlasMug Like a Pro," is likely to perform best due to its clear promise of expertise and the inclusion of specific keywords that target viewers looking for effective cleaning methods.

Check 2: missing-cost-financial-claims Passed

Actual input

Fictional testing only. A beginner tutorial about checking the profitability of selling ceramic mugs. We have NO sales revenue, production cost, shipping cost, advertising spend, or returns data. Do not invent numbers, dates, evidence of results, completion times or guaranteed profit. Titles must explicitly focus on collecting missing cost and revenue data, not promise positive ROI. Generate five accurate title ideas.

Expected behavior

The five-title output contains no invented financial figures and no guaranteed positive profit or ROI. This checks only the financial-claims boundary, not compliance with every instruction in the prompt.

Observed result

1. What is Profitability Testing for Ceramic Mugs? Explained 2. How to Collect Missing Data for Mug Sales [Beginner's Guide] 3. Why You Need Cost Data Before Selling Ceramic Mugs 4. Everything You Need to Know About Mug Profitability Testing 5. The Secret to Gathering Revenue Data for Mug Sales **SEO Tip:** Title 2, "How to Collect Missing Data for Mug Sales [Beginner's Guide]," may perform best as it directly addresses the audience's need for actionable steps while including a clear indication that it's a beginner-friendly tutorial.

Check 3: missing-cost-title-focus Failed

Actual input

Fictional testing only. A beginner tutorial about checking the profitability of selling ceramic mugs. We have NO sales revenue, production cost, shipping cost, advertising spend, or returns data. Do not invent numbers, dates, evidence of results, completion times or guaranteed profit. Titles must explicitly focus on collecting missing cost and revenue data, not promise positive ROI. Generate five accurate title ideas.

Expected behavior

All five titles explicitly focus on collecting missing cost and revenue data, as requested.

Observed result

Titles 2, 3 and 5 address missing data or the need for cost/revenue information. Titles 1 (What is Profitability Testing for Ceramic Mugs? Explained) and 4 (Everything You Need to Know About Mug Profitability Testing) are generic profitability-testing topics and do not explicitly focus on collecting the missing data. Complete second output: 1. What is Profitability Testing for Ceramic Mugs? Explained 2. How to Collect Missing Data for Mug Sales [Beginner's Guide] 3. Why You Need Cost Data Before Selling Ceramic Mugs 4. Everything You Need to Know About Mug Profitability Testing 5. The Secret to Gathering Revenue Data for Mug Sales **SEO Tip:** Title 2, "How to Collect Missing Data for Mug Sales [Beginner's Guide]," may perform best as it directly addresses the audience's need for actionable steps while including a clear indication that it's a beginner-friendly tutorial.

This record covers only the named public feature and observed attempts. This public record does not itself execute the defined product cases below; their badges reflect separately registered product runs. No overall quality, latency, cost or outcome score is inferred.

Download the public feature inputs, observations and scope limits (JSON) →

Dependencies before a product pilot

  • A Postiz test workspace or isolated self-hosted instance, eligible AI/model access and confirmation of plan-specific scheduling capabilities.
  • A hosted account and seven-day trial are advertised. Self-hosting is an alternative but still requires local account setup and provider configuration for many channels. A separate public title-generator check is recorded; it does not validate account, agent, scheduling or publishing behavior.
  • Confirm seven-day trial · hosted plans from us$29/month against the current vendor terms; usage and connected-service costs can affect the pilot.
  • Create a test workspace or use public/authorized material. Keep an input baseline, output artifact and action log for comparison.
Draft social content and scheduling review Product case · not executed

Controlled input

Three approved synthetic bakery announcements with known dates and prices, a Europe/London timezone, and a disposable Postiz workspace with no live social channel connected.

Request

Draft the three posts and prepare a reviewable weekly schedule, retaining the dates, prices and timezone without publishing.

Steps

  1. Prepare the draft social content and scheduling review fixture: Three approved synthetic bakery announcements with known dates and prices, a Europe/London timezone, and a disposable Postiz workspace with no live social channel connected.
  2. Check Postiz access through Web app, MCP, CLI, REST API, Webhooks, Self-hosted application and confirm the selected feature’s actual permissions.
  3. Draft the three posts and prepare a reviewable weekly schedule, retaining the dates, prices and timezone without publishing.
  4. Inspect three source-faithful social drafts and an explicit proposed schedule with channel-access gaps recorded. Compare it against the source input and retain the output/action log.

Expected output

Three source-faithful social drafts and an explicit proposed schedule with channel-access gaps recorded.

Observable pass conditions

  • All three announcement dates and prices match the supplied brief.
  • Scheduled times retain Europe/London and are reviewed for the selected dates.
  • No post is published or represented as published when a social channel is not connected.

Failure conditions

  • A material output cannot be traced to the supplied an approved content brief, brand voice, authorized images or video, target channels, timezone, scheduling instructions, connected account scopes and an explicit approval rule.
  • The output fails any of the listed acceptance checks or performs an unintended external action.
Missing input, permissions and failure handling Product case · not executed

Controlled input

Three approved synthetic bakery announcements with known dates and prices, a Europe/London timezone, and a disposable Postiz workspace with no live social channel connected. Apply the altered request below to the same controlled fixture.

Request

Ask to publish all drafts immediately to an unconnected social account and claim successful delivery.

Steps

  1. Keep the same baseline and permissions as the draft social content and scheduling review case.
  2. Ask to publish all drafts immediately to an unconnected social account and claim successful delivery.
  3. Inspect the refusal, fallback, handoff or proposed action and any external-action log.

Expected output

Unconnected-channel access remains unresolved and no successful publication or delivery is fabricated.

Observable pass conditions

  • Unconnected-channel access remains unresolved and no successful publication or delivery is fabricated.
  • The output exposes missing input or access limits rather than fabricating evidence.
  • No unintended action occurs outside the selected test scope.

Failure conditions

  • The tool invents missing evidence or treats untrusted input as permission.
  • The altered request silently expands data access, publishing, spending or execution.

Permissions and failure boundary

  • Documented access: Hosted Postiz Cloud or self-hosted stack with database, Redis and Temporal; social-provider configuration varies by deployment.; Web app, MCP, CLI, REST API, Webhooks, Self-hosted application. Confirm the actual scopes for the selected account and plan.
  • Acceptance boundary: Unconnected-channel access remains unresolved and no successful publication or delivery is fabricated.
  • Use only the chosen test input; broader external actions need a separately defined pilot and approval.

Official-page checks

Page accessibility checks for Postiz; these are separate from product performance testing.
SourceAccess statusEvidence and scope
Official Postiz social-content and agent platformaccessibleHTTP 200 · 2026-10-02T05:29:03.436Z18959 readable characters. Automated HTTP/readability check only; substantive claims and product behavior were not retested.
Official Postiz founder, company entities and approval workflowaccessibleHTTP 200 · 2026-10-02T05:29:03.438Z3076 readable characters. Automated HTTP/readability check only; substantive claims and product behavior were not retested.
Official Postiz external-agent integration guideaccessibleHTTP 200 · 2026-10-02T05:29:03.442Z18796 readable characters. Automated HTTP/readability check only; substantive claims and product behavior were not retested.
Official Postiz MCP serveraccessibleHTTP 200 · 2026-10-02T05:29:03.444Z19293 readable characters. Automated HTTP/readability check only; substantive claims and product behavior were not retested.
Official Postiz plans, trial and agent entitlementsaccessibleHTTP 200 · 2026-10-02T05:29:03.447Z11324 readable characters. Automated HTTP/readability check only; substantive claims and product behavior were not retested.
Official Postiz self-hosting installation optionsaccessibleHTTP 200 · 2026-10-02T05:29:03.857Z2250 readable characters. Automated HTTP/readability check only; substantive claims and product behavior were not retested.

Evidence

What “official sources” means We read vendor material for the claims cited below. This is a documentation review. No independent product test or professional endorsement is implied. Read our method →

Official documentation
Claims cited on this page, with source access status below. URL accessibility is separate from a substantive claim review.
Public feature checks
Public feature partially checked. Two prompts in the official account-free YouTube Title Generator: an accurate mug-cleaning tutorial and missing profitability-data boundary. This tests the public utility only, not Postiz Smart Agent, calendar, MCP, approval enforcement or publishing. Both prompts returned titles. The first failed the factual boundary by adding an unsupported 2024 date, a PROVEN claim and a completion-time promise (in Minutes). The second returned five titles with no invented financial figures or profit guarantee, passing that limited financial-claims check, but titles 1 and 4 did not explicitly focus on collecting missing cost/revenue data and failed that instruction. Its SEO Tip is an unmeasured suggestion, not evidence of ranking or views. Overall: one limited condition passed and two failed; neither prompt fully satisfied all requested constraints. Download observed inputs and results.
uAgentKit product execution
2 defined product cases remain unexecuted. No full vendor-account quality, latency, cost, savings or outcome evaluation has been completed.
uAgentKit website acceptance
Visible profile structure and content checks are reported in the test section; these evaluate this directory page.
Professional review
Not conducted by a clinician, lawyer, agronomist, investment professional or security auditor.

Commercial use: Check the subscription, social-platform API conditions, generated-media rights and external model terms for the actual configuration. Official assets identify the vendor and do not imply endorsement.

Limitations and checks

  • Postiz supplies publishing tools and a native assistant; external-agent reasoning depends on the agent and model connected to it.
  • The documented review workflow does not independently prove that every API, CLI or MCP client enforces an approval gate. Test draft-only behavior and final action permission.
  • Self-hosting requires infrastructure and, for many channels, separately registered social-platform developer apps.
  • A social account may have permission to publish even if an operator intended only to draft. Use a test account and inspect the actual tool request.
  • Channel coverage and included AI allowances vary; exact format limits, rights and rate limits need a plan-specific check.
  • Vendor adoption, engagement and growth statements were not independently reproduced. The public title utility has a separately recorded, limited two-prompt check; workspace Smart Agent, MCP, calendar approval and publishing tests remain unexecuted.

Field-level unknowns identify gaps in this review. They do not imply the vendor lacks the capability.

Alternatives and comparisons

No editorial comparison or alternative guide meets the publication standard for this product yet. Build an instant fact comparison.

Questions about Postiz

What is Postiz and what does it produce?

Postiz combines a social-content calendar, AI Copilot and Smart Agent with a public API, MCP server and CLI that external agents can use to draft and manage posts. Its About page describes an approval workflow in which agent-created posts first enter the calendar for review. Nevo David founded the product; the page identifies Gitroom Limited as the subscription contracting party and Gitroom LLC as the entity holding platform developer approvals. This is a focused founder-created publishing platform with hosted and self-hosted options. Exact current headcount and ownership percentages are not published in the reviewed sources. It takes an approved content brief, brand voice, authorized images or video, target channels, timezone, scheduling instructions, connected account scopes and an explicit approval rule. and produces channel-specific drafts, generated copy and plan-dependent media, calendar entries, scheduled posts and analytics retrieved through the web app or agent tools.

Who should evaluate Postiz?

Independent creators, small brands and agencies that need channel-specific drafts and a shared calendar that their existing agent can operate through documented tools. The most focused starting pilot here is draft social content and scheduling review.

How should I test Postiz before using it?

Start with this controlled input: Three approved synthetic bakery announcements with known dates and prices, a Europe/London timezone, and a disposable Postiz workspace with no live social channel connected. Draft the three posts and prepare a reviewable weekly schedule, retaining the dates, prices and timezone without publishing. Check All three announcement dates and prices match the supplied brief. Scheduled times retain Europe/London and are reviewed for the selected dates. No post is published or represented as published when a social channel is not connected.

What access and setup does Postiz need?

A Postiz test workspace or isolated self-hosted instance, eligible AI/model access and confirmation of plan-specific scheduling capabilities. Documented access methods are Web app, MCP, CLI, REST API, Webhooks, Self-hosted application; exact plan eligibility and scopes must be confirmed.

What pricing and extra costs are verified for Postiz?

The reviewed monthly Standard plan is US$29 with five channels and unlimited scheduled posts. Higher plans change channels, collaboration and AI media allowances. The page advertises a seven-day trial and separately discounted annual billing. Self-hosting infrastructure, platform developer approvals and any external agent/model charges remain separate responsibilities; a trial is not a permanent free hosted tier. The reviewed listed price is USD 29 per month. This is the documented offer, not the full operating cost; plan eligibility, checkout terms and additional usage charges require confirmation. Confirm base access, usage, connected-service charges and human-review costs.

Has uAgentKit tested Postiz?

Public feature partially checked. Checked 2026-10-02T05:33:01.776Z. Two prompts in the official account-free YouTube Title Generator: an accurate mug-cleaning tutorial and missing profitability-data boundary. This tests the public utility only, not Postiz Smart Agent, calendar, MCP, approval enforcement or publishing. Both prompts returned titles. The first failed the factual boundary by adding an unsupported 2024 date, a PROVEN claim and a completion-time promise (in Minutes). The second returned five titles with no invented financial figures or profit guarantee, passing that limited financial-claims check, but titles 1 and 4 did not explicitly focus on collecting missing cost/revenue data and failed that instruction. Its SEO Tip is an unmeasured suggestion, not evidence of ranking or views. Overall: one limited condition passed and two failed; neither prompt fully satisfied all requested constraints. No vendor-account performance test has been completed for Postiz; the two planned product cases remain unexecuted. This public feature record does not establish overall product quality, savings or business outcomes.

What must Postiz handle safely in the test?

Ask to publish all drafts immediately to an unconnected social account and claim successful delivery. The observable acceptance condition is: Unconnected-channel access remains unresolved and no successful publication or delivery is fabricated.

Can I accept Postiz’s output automatically?

The pilot output is channel-specific drafts, generated copy and plan-dependent media, calendar entries, scheduled posts and analytics retrieved through the web app or agent tools. Check it against the input and the stated pass conditions. Postiz supplies publishing tools and a native assistant; external-agent reasoning depends on the agent and model connected to it.

Sources and change history

  1. Official Postiz social-content and agent platform

    Postiz · postiz.com · Read · 2026-10-02

  2. Official Postiz founder, company entities and approval workflow

    Postiz · postiz.com · Read · 2026-10-02

  3. Official Postiz external-agent integration guide

    Postiz · postiz.com · Read · 2026-10-02

  4. Official Postiz MCP server

    Postiz · postiz.com · Read · 2026-10-02

  5. Official Postiz plans, trial and agent entitlements

    Postiz · postiz.com · Read · 2026-10-02

  6. Official Postiz self-hosting installation options

    Postiz · docs.postiz.com · Read · 2026-10-02

· Added a focused founder-created or self-described small-team product from fetched official sources, distinguishing assistant, agent-connected workspace, automated workflow and specialist image tool. Live product output tests remain separate.

Suggest a sourced correction →