# Treza > Treza chains the best generative models, including Veo 3.1, Seedance 2.5, Gemini Image, Llama, and any open model, into pipelines you build visually and publish as one versioned API. One prompt can drive video, image, and text generation in a single pipeline. ## Core pages - [Treza](https://www.trezalabs.com/): Chain the best generative models into pipelines you run from a prompt or call as an API - [Features](https://www.trezalabs.com/features): Visual pipeline builder, versioned endpoints, run history, and guardrails - [AI Video Generator](https://www.trezalabs.com/ai-video-generator): Text to video with Veo 3.1, Seedance 2.5, Kling, and Wan, chained with voiceover, captions, and publishing - [AI Image Generator](https://www.trezalabs.com/ai-image-generator): Text to image with Gemini Image, FLUX.2 Pro, Seedream, or any open model, as pipelines and APIs - [Model Library](https://www.trezalabs.com/models): Side by side reference for every video and image model on Treza, with specs, prompts, and pricing - [Tools](https://www.trezalabs.com/tools): Job-specific builders on the same pipeline engine: faceless channels, Shorts, UGC ads, product video - [Pricing](https://www.trezalabs.com/pricing): Prepaid credits that work across any model, packs start at $5, and a first $5 pack lands as $10 of credit - [Developers](https://www.trezalabs.com/developers): API reference, /invoke and OpenAI-compatible endpoints, SDK quickstarts - [Integrate](https://www.trezalabs.com/integrate): Call any published pipeline as an API, typed /invoke or OpenAI-compatible /chat/completions - [Blog](https://www.trezalabs.com/blog): Guides and comparisons on AI video, image, and text generation pipelines - [Contact](https://www.trezalabs.com/contact): Talk to the team about demos, enterprise plans, and volume pricing - [Support](https://www.trezalabs.com/support): Get help with pipelines, billing, API setup, and account issues - [AI video pipeline](https://www.trezalabs.com/ai-video-pipeline): Automated pipelines that end published, on a schedule or via API - [AI video workflow](https://www.trezalabs.com/ai-video-workflow): Repeatable video production, from one-off runs to full automation ## For agents - [Treza in ChatGPT](https://chatgpt.com/plugins/plugin_asdk_app_6ab579a2fc24819199d8bea61fa8195f): The Treza plugin in ChatGPT's plugin directory. Add it, sign in with Google, then mention @Treza in a chat to make, finish, and post videos - [Make videos in ChatGPT](https://www.trezalabs.com/chatgpt): What the Treza plugin does inside ChatGPT, with example requests, what shows up in the chat, and how credits work - [MCP server](https://www.trezalabs.com/api/mcp): Streamable HTTP MCP with OAuth, or a scoped API key as a bearer. Tools to author pipelines, publish them, estimate cost, start runs and follow them, bring in files, assemble or edit media the account already has (a music bed can be composed from a description), connect a YouTube or TikTok channel and post a finished video after the person approves it, and mint scoped API keys. In ChatGPT and Claude, results show as panels: the finished video, a price with a Start render button, a library picker, and a publish review - [Connect an assistant](https://www.trezalabs.com/connect): Setup for Claude (custom connector), Claude Code, Gemini CLI, Cursor, Muse Code, and any other MCP client - [Gemini CLI extension](https://github.com/treza-labs/treza-plugin): Install with gemini extensions install https://github.com/treza-labs/treza-plugin, then sign in with /mcp auth treza - [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers?search=io.github.treza-labs/treza): Listed as io.github.treza-labs/treza - [REST tool API](https://www.trezalabs.com/api/v1/openapi.json): Every MCP tool over plain HTTP with an API key, POST /api/v1/tools/{name} with the tool's arguments as JSON: list pipelines, runs and media, author, run, assemble and edit. One operation per tool in the OpenAPI spec below, generated from the MCP server so the two match - [Pipeline API](https://www.trezalabs.com/integrate): Call any published pipeline with typed /invoke or an OpenAI-compatible /chat/completions endpoint - [Credit balance](https://www.trezalabs.com/api/account/balance): Prepaid balance, plan usage, and top-up options, readable with an API key - [Pay-per-video](https://www.trezalabs.com/api/x402/video): Send a prompt with an x402 USDC payment on Base or Solana and get the video back in the same response, or a status URL to poll if the render runs long. No account, API key, or signup, the payment is the only credential. Add image_url to animate an image from its first frame; without a model, the cheapest model that takes an image at your length renders it. Eight models, including Google Veo 3.1, Kling 3.0, Wan 2.7 and Seedance 2.5 (minimax-h3 by default; send model in the body), priced per request by clip length and model. A GET on the endpoint lists every model and price. Explained at https://www.trezalabs.com/x402 - [Pay-per-call speech](https://www.trezalabs.com/api/x402/speech): Send text with an x402 USDC payment on Base or Solana and get an ElevenLabs voiceover (MP3) back in the same response. Over 30 voices, Eleven v3 or Multilingual v2, up to 3,000 characters, $0.42 per 1,000 characters. No account or API key. A GET lists the voices - [Pay-per-call music](https://www.trezalabs.com/api/x402/music): Describe a track and pay in USDC on Base or Solana; get an original Google Lyria 3 piece back in the same response, a 30-second clip ($0.06) or a full song ($0.12). No account or API key - [Pay-per-call images](https://www.trezalabs.com/api/x402/image): A prompt and an x402 USDC payment on Base or Solana, one image back in the same response. Nano Banana, Nano Banana 2 and Pro, GPT Image 2, Seedream 5.0 Pro, FLUX.2 Pro and Recraft V4.1, square to 21:9, up to 4K, from $0.02. No account or API key. A GET lists every model and price - [Pay-per-call clipping](https://www.trezalabs.com/api/x402/clip): Send a YouTube link with an x402 USDC payment on Base or Solana and get its most shareable 30 to 60 seconds back as a captioned clip reframed on the speaker (9:16, 4:5, 1:1 or 16:9), with a title and caption to post it with. Priced by the source's length, looked up before payment: about $0.12 for a 12-minute video, $0.45 for an hour, up to 2 hours. No account or API key - [Pay-per-call shorts](https://www.trezalabs.com/api/x402/short): Send a topic with an x402 USDC payment on Base or Solana and get a finished 30-second narrated vertical short: script, four scenes, an ElevenLabs narrator, a music bed, captions and callouts, plus a title and description. Animated scenes (Veo 3.1 Lite) $3.22, or stills $0.87. No account or API key - [Agent-native top-up](https://www.trezalabs.com/api/billing/credits/x402): Pay in USDC on Base or Solana with the x402 protocol and the credits post immediately, no human in the loop. Listed in the x402 Bazaar - [OpenAPI spec](https://www.trezalabs.com/.well-known/openapi.json): Machine-readable description of every endpoint above ## Tools - [Faceless video generator](https://www.trezalabs.com/tools/faceless-video-generator): Faceless YouTube and TikTok channels that publish on a schedule - [AI shorts generator](https://www.trezalabs.com/tools/ai-shorts-generator): Vertical short-form video for TikTok, Reels, and Shorts - [AI clip generator](https://www.trezalabs.com/tools/ai-clip-generator): Clipping webinars, interviews, and talks into vertical shorts - [AI commercial generator](https://www.trezalabs.com/tools/ai-commercial-generator): Promos and video ads for a business, from a brief and a product photo - [AI product video generator](https://www.trezalabs.com/tools/ai-product-video-generator): Product demos and ecommerce video, one pipeline per catalog - [AI cartoon video generator](https://www.trezalabs.com/tools/ai-cartoon-video-generator): Narrated cartoon stories and animated Shorts, in any language - [Script to video AI](https://www.trezalabs.com/tools/script-to-video): Scripts, screenplays, and outlines turned into narrated multi-scene video - [AI video production platform](https://www.trezalabs.com/tools/ai-video-production-platform): End to end production that ends published, not exported - [AI video automation](https://www.trezalabs.com/tools/ai-video-automation): Scheduled channels, event-triggered videos, and API-driven batches - [Generate videos from Claude](https://www.trezalabs.com/tools/claude-video-generator): Running your video pipelines from Claude and other MCP clients - [AI voiceover generator](https://www.trezalabs.com/tools/ai-voiceover-generator): Narration for faceless videos, shorts, demos, and multilingual versions - [AI video transcriber](https://www.trezalabs.com/tools/ai-video-transcriber): Transcripts, SRT files, and captions from your recordings - [AI podcast clip generator](https://www.trezalabs.com/tools/podcast-clip-generator): Captioned Shorts cut from your podcast feed - [AI image to video generator](https://www.trezalabs.com/tools/image-to-video-generator): Motion from a photo, poster, or generated key frame - [AI video caption generator](https://www.trezalabs.com/tools/ai-caption-generator): Word-timed captions burned into every video - [AI YouTube title and tag generator](https://www.trezalabs.com/tools/ai-youtube-title-generator): Titles, descriptions, and tags written per upload from the transcript - [x402 video generation API](https://www.trezalabs.com/tools/x402-video-generation-api): Agents and apps that pay per video with a wallet, no API key - [AI video translator](https://www.trezalabs.com/tools/ai-video-translator): Dubbed, captioned versions of your videos in another language - [AI lip sync generator](https://www.trezalabs.com/tools/ai-lip-sync-generator): Talking-head videos and clips synced to a new voice - [AI motion transfer](https://www.trezalabs.com/tools/ai-motion-transfer): A character that performs your filmed take, or replaces the performer in it - [AI video upscaler](https://www.trezalabs.com/tools/ai-video-upscaler): Sharper, higher resolution versions of the clips you keep - [Video background remover](https://www.trezalabs.com/tools/video-background-remover): Cutouts from video and photos, with new backdrops behind them - [Remove background noise from video](https://www.trezalabs.com/tools/remove-background-noise): Cleaner dialogue and platform-ready loudness on any recording - [AI music generator](https://www.trezalabs.com/tools/ai-music-generator): Music beds, scores, and sound effects mixed under your video - [AI YouTube thumbnail generator](https://www.trezalabs.com/tools/ai-thumbnail-generator): YouTube thumbnails built from the video's own frames ## Models - [Veo 3.1](https://www.trezalabs.com/models/veo-3-1): Cinematic hero shots with synced dialogue and sound. - [Veo 3.1 Fast](https://www.trezalabs.com/models/veo-3-1-fast): Fast drafts, prompt exploration, and batch social clips. - [Veo 3.1 Lite](https://www.trezalabs.com/models/veo-3-1-lite): Affordable Veo clips with audio, at volume. - [Kling 3.0 Pro](https://www.trezalabs.com/models/kling-3-0-pro): Dance, sport, and action with consistent characters. - [Seedance 2.0](https://www.trezalabs.com/models/seedance-2-0): Consistent products and characters across whole campaigns. - [Seedance 2.5](https://www.trezalabs.com/models/seedance-2-5): Long single-take clips and daily short-form volume. - [Seedance 1.5 Pro](https://www.trezalabs.com/models/seedance-1-5-pro): Low-cost reference-driven clips and silent drafts. - [Grok Imagine](https://www.trezalabs.com/models/grok-imagine): High-volume drafts, memes, and clips from real photos. - [Grok Imagine 1.5](https://www.trezalabs.com/models/grok-imagine-1-5): Grok Imagine ideas finished at up to 1080p. - [Grok Imagine 1.5 Lite](https://www.trezalabs.com/models/grok-imagine-1-5-lite): Cheap, fast drafts of Grok Imagine ideas. - [HeyGen Video](https://www.trezalabs.com/models/heygen-video): Fast, low-cost drafts, variations, and social clips. - [Seedance 2.0 Fast](https://www.trezalabs.com/models/seedance-2-0-fast): Seedance 2.0 quality for drafts and volume work. - [Seedance 2.0 Mini](https://www.trezalabs.com/models/seedance-2-0-mini): Hook tests, storyboards, and high-volume drafts. - [Hailuo 3 Max](https://www.trezalabs.com/models/hailuo-3-max): Quick clips that start and land on your frames. - [Wan 2.7](https://www.trezalabs.com/models/wan-2-7): People-led clips built from real photos. - [Wan 3.0](https://www.trezalabs.com/models/wan-3-0): Long single takes, from 2 to 30 seconds. - [HappyHorse 1.1](https://www.trezalabs.com/models/happyhorse-1-1): Reference-driven clips up to 15 seconds in seven formats. - [Hailuo 3](https://www.trezalabs.com/models/hailuo-3): Controlled prompts and legible brand text. - [Runway Gen-4.5](https://www.trezalabs.com/models/runway-gen-4-5): Cinematic shot craft with reproducible iteration. - [FLUX.3 Video](https://www.trezalabs.com/models/flux-3-video): Long takes, keyframe control, and extending footage. - [Kling Video O1](https://www.trezalabs.com/models/kling-video-o1): Everyday clips and scheduled pipelines on a budget. - [ByteDance Video Upscaler](https://www.trezalabs.com/models/bytedance-video-upscaler): Restoring low-resolution source in the middle of a pipeline. - [Gemini 2.5 Flash Image](https://www.trezalabs.com/models/gemini-2-5-flash-image): Fast conversational edits and consistent characters. - [Gemini 3.1 Flash Image](https://www.trezalabs.com/models/gemini-3-1-flash-image): New projects wanting the latest fast Google image model. - [Nano Banana Pro](https://www.trezalabs.com/models/nano-banana-pro): Finals at up to 4K from many references. - [FLUX.2 Pro](https://www.trezalabs.com/models/flux-2-pro): Hero assets and designs where the text must read. - [Seedream 4.5](https://www.trezalabs.com/models/seedream-4-5): Print-resolution assets and multi-reference composition. - [Seedream 5.0](https://www.trezalabs.com/models/seedream-5-0): Lifelike commercial stills and precise edits. - [Recraft V4.1](https://www.trezalabs.com/models/recraft-v4-1): Polished images, drafted on Flash and finished on Pro. - [GPT Image 2](https://www.trezalabs.com/models/gpt-image-2): Precise photo edits and legible text in frame. - [Qwen Image 3](https://www.trezalabs.com/models/qwen-image-3): Menus, labels, and infographics with small print. - [FLUX.3 Image](https://www.trezalabs.com/models/flux-3-image): Multi-reference edits and compositions. - [Seedream 5.0 Flash](https://www.trezalabs.com/models/seedream-5-0-flash): High-volume product shots and variations. - [Hy Image 3.5 Preview](https://www.trezalabs.com/models/hy-image-3-5): Multi-reference product and character composites. - [Nano Banana 2.1](https://www.trezalabs.com/models/nano-banana-2-1): Fast product and character edits with references. ## Blog - [Seedance 2.0 Fast API and Pricing, Explained Through a Real Pipeline](https://www.trezalabs.com/blog/seedance-2-0-fast-api-pricing-through-a-pipeline): What ByteDance Seedance 2.0 Fast costs per second at 480p and 720p, how its video token pricing works, how it compares with Seedance 2.0 and 2.0 Mini, and how to call it as an API through a pipeline. - [Hailuo 3 Max API and Pricing, Explained Through a Real Pipeline](https://www.trezalabs.com/blog/hailuo-3-max-api-pricing-through-a-pipeline): What MiniMax Hailuo 3 Max costs per second at 480p and 768p, what first and last frames add, what the endpoint accepts and leaves out, and how to call H3 Max as an API through a pipeline. - [How to Clip for Whop Content Rewards with AI (Campaign Rules to Submitted Link)](https://www.trezalabs.com/blog/how-to-clip-for-whop-content-rewards-with-ai): A Whop clipping workflow that fits the way Content Rewards pays: paste the campaign requirements, drop in the authorized source, and get a checked, captioned 9:16 clip posted to Shorts and TikTok with the links ready to submit before the budget is claimed. - [Seedream 5.0 Flash API and Pricing, Explained Through a Real Pipeline](https://www.trezalabs.com/blog/seedream-5-0-flash-api-pricing-through-a-pipeline): What Seedream 5.0 Flash costs per image, why resolution and reference images do not change the price, how it compares with Seedream 5.0 Pro, and how to call it as a published API endpoint. - [FLUX.3 Image API and Pricing, Explained Through a Real Pipeline](https://www.trezalabs.com/blog/flux-3-image-api-pricing-through-a-pipeline): What FLUX.3 Image costs per image at 768, 1K, 1.5K, 2K and 4K, why reference images do not change the price, which endpoint the model runs on, and how to call it as a published API endpoint. - [HeyGen Video API and Pricing, Explained Through a Real Pipeline](https://www.trezalabs.com/blog/heygen-video-api-pricing-through-a-pipeline): What HeyGen Video costs per second at 480p and 768p, what reference images add, what the endpoint accepts, and how to call HeyGen Video as an API through a pipeline. - [Best AI Tools to Turn a Podcast or Long Video Into Clips](https://www.trezalabs.com/blog/best-podcast-clip-generators): The best AI tools for turning a podcast or long video into short clips, compared as of October 2026: Opus Clip, Vizard, Klap, Descript, CapCut, and a pipeline that clips each new episode and posts it on its own. - [Wireflow Alternatives, Sorted by What You Wanted It to Do](https://www.trezalabs.com/blog/wireflow-alternatives): The best alternatives to wireflow.ai, the AI node canvas for ad teams, sorted by the job: pipelines that publish and run as an API, local node graphs, general automation, a film workspace, and design canvases. Dated and fair. - [How to Make Money Clipping: How Paid Clipping Campaigns Work](https://www.trezalabs.com/blog/how-to-make-money-clipping): Clipping means getting paid to cut short clips from a creator's or brand's long videos and post them on your own accounts. How campaigns are funded, how per-view rates and budgets work, what a brief asks for, and where a pipeline saves time. - [Lip Sync and Motion Transfer for Generated Characters](https://www.trezalabs.com/blog/lip-sync-and-motion-transfer-for-ai-characters): How to make a character you generated speak a line and act out a recorded performance: the Lipsync and Motion Transfer nodes, the models behind each, what they cost, the clip limits, and what they are not. - [Best AI Video Pipeline Apps in 2026, Picked by the Job](https://www.trezalabs.com/blog/best-ai-video-pipeline-apps): The best AI video pipeline apps in 2026, compared by what each one is built for: publishing pipelines, ad creative, local node graphs, general automation, film workspaces, and design canvases. Dated, fair, and sourced from each vendor's own pages. - [Runway Gen-4.5 API and Pricing, Explained Through a Real Pipeline](https://www.trezalabs.com/blog/runway-gen-4-5-api-pricing-through-a-pipeline): What Runway Gen-4.5 costs per second, what the endpoint accepts (2 to 10 second clips, 720p, a first frame, no audio), why a credit reserve exceeds the clip price, and how to call Gen-4.5 as a published API through a pipeline. - [Kling 3.0 Pro API and Pricing, Explained Through a Real Pipeline](https://www.trezalabs.com/blog/kling-3-0-pro-api-pricing-through-a-pipeline): What Kling 3.0 Pro and Kling 3.0 Standard cost per second with and without audio, what the endpoint accepts, and how to call Kling 3.0 Pro as a published API through a pipeline. - [How to Make an AI Construction Timelapse Video (2026)](https://www.trezalabs.com/blog/how-to-make-an-ai-construction-timelapse-video): How to make an AI construction timelapse: render the finished building, edit it back into stages, and join them with first and last frame clips. - [How to Make Historical POV Videos with AI (2026)](https://www.trezalabs.com/blog/how-to-make-historical-pov-videos-with-ai): How to make historical POV videos with AI: a second-person script, a reference sheet for the place and the clothes, first-person framing held in every shot, sound, and the labeling that keeps it honest. - [Selling Agents the Whole Job, Not the Model Call](https://www.trezalabs.com/blog/selling-agents-the-whole-job-not-the-model-call): How we grew one x402 video endpoint into six pay-per-call products: a shared product layer, prices from measured cost, a quote that must match the check, YouTube lookups from a datacenter, and retries that resume instead of starting over. - [AI Video Production Software for Agencies, Sorted by the Job It Does](https://www.trezalabs.com/blog/ai-video-production-software-for-agencies): An honest roundup of AI video production software for agencies, organized by job: footage, presenters and languages, finishing, client review, recurring deliverables, and month-end reporting. Dated pricing and fair comparisons. - [Faceless YouTube Channel Examples by Format (2026)](https://www.trezalabs.com/blog/faceless-youtube-channel-examples): Faceless YouTube channel examples broken down by format: what one video looks like in nature docs, space countdowns, lore explainers, ambient loops, podcast clips and horror stories, with the production mechanics behind each. - [How to Transcribe Segments of a Video with API Calls](https://www.trezalabs.com/blog/how-to-transcribe-segments-of-a-video-with-api-calls): Transcribe one segment of a long video over an API without transcribing the whole file twice. The two call shapes, the timestamped JSON you get back, and how to cut the segment in place from a two-hour master. - [AutoShorts vs Faceless.video vs Faceless.so (and When a Pipeline Wins)](https://www.trezalabs.com/blog/autoshorts-vs-faceless-video-vs-faceless-so): A factual, dated comparison of AutoShorts.ai, Faceless.video and Faceless.so, what each one automates, what it fixes in place, and when a video pipeline is the better shape for a faceless channel. - [Wan 2.7 vs Seedance 2.5: The One You Can Quote and the One That Runs Long](https://www.trezalabs.com/blog/wan-2-7-vs-seedance-2-5-comparison): A parameter-level comparison of Alibaba Wan 2.7 and ByteDance Seedance 2.5: clip length, resolution, aspect ratios, reference images, native audio, and real per-second cost. - [Burned-In Captions vs SRT Subtitle Files: When to Generate Each](https://www.trezalabs.com/blog/burned-in-captions-vs-srt-subtitle-files): Burned-in captions and SRT subtitle files come from the same transcription pass but carry different timing and survive different handoffs. Here is which one each destination actually needs, and how to produce both in one run. - [How to Make Faceless TikTok Videos With AI (2026 Guide)](https://www.trezalabs.com/blog/how-to-make-faceless-tiktok-videos): How to make faceless TikTok videos with AI: vertical formats that repeat, captions built for a muted feed, the posting settings TikTok makes you choose, and one render that goes to both TikTok and Shorts. - [Faceless YouTube Thumbnails: How to Make Them Without a Face](https://www.trezalabs.com/blog/faceless-youtube-thumbnails): How to make faceless YouTube thumbnails: where the picture comes from, a headline that reads at small sizes, one composition rule per channel, and wiring it into the pipeline. - [FLUX.3 Video API and Pricing, Explained Through a Real Pipeline](https://www.trezalabs.com/blog/flux-3-video-api-pricing-through-a-pipeline): What Black Forest Labs FLUX.3 Video costs per second at 720p and 1080p, what keyframes and continuation actually do, what the endpoint refuses to take, and how to call it as a published API through a pipeline. - [Hailuo 3 API and Pricing, Explained Through a Real Pipeline](https://www.trezalabs.com/blog/hailuo-3-api-pricing-through-a-pipeline): What MiniMax Hailuo 3 costs per second at each resolution, which settings move the bill, what the endpoint will and will not accept, and how to call H3 as a published API through a pipeline. - [How to Write a Faceless YouTube Script with AI](https://www.trezalabs.com/blog/how-to-write-a-faceless-youtube-script): How to write a faceless YouTube script with AI: the shot-list structure, a words-per-scene cap, hook and closing scenes, templates for explainer, countdown, and story formats. - [How to Make Faceless YouTube Videos with AI (Step by Step)](https://www.trezalabs.com/blog/how-to-make-faceless-youtube-videos): How to make faceless YouTube videos step by step: a shot-list script, generated scenes, one narration voice, stitching, word-timed captions, and metadata written from the transcript. - [Veo 3.1 vs Veo 3.1 Fast: Is Fast Good Enough?](https://www.trezalabs.com/blog/veo-3-1-vs-veo-3-1-fast-comparison): A parameter-level comparison of Google Veo 3.1 and Veo 3.1 Fast: identical clip lengths, aspect ratios, resolutions and keyframes, and a per-second price gap that is widest in the exact configuration most people render in. - [MCP Tools for Video Editing: What an Agent Can Actually Cut](https://www.trezalabs.com/blog/mcp-tools-for-video-editing): An AI agent cannot drag a playhead, so video editing over MCP has to work at a different altitude. Here are the tools a real video editing MCP server exposes, the editing nodes behind them, and what still needs a human on a timeline. - [What Is a Faceless YouTube Channel?](https://www.trezalabs.com/blog/what-is-a-faceless-youtube-channel): What a faceless YouTube channel means, the formats that count as faceless, how the videos get made, and what the label does not imply about anonymity or automation. - [How to Start a Faceless YouTube Channel for Free](https://www.trezalabs.com/blog/how-to-start-a-faceless-youtube-channel-for-free): How to start a faceless YouTube channel for free: which stages of production genuinely cost nothing, what free tiers restrict, and where the first real money goes. - [Node-Based Video Generation, Explained](https://www.trezalabs.com/blog/node-based-video-generation): What node-based video generation actually means: a node is one production step with its inputs, settings, output and cost in view, the wires carry real media, and the graph reruns forever. Anatomy, the five node types, and where the model breaks down. - [Batch Video Generation API: Rendering Many Videos From One Integration](https://www.trezalabs.com/blog/batch-video-generation-api): What a batch video generation API actually is, why fan-out beats a bulk endpoint for renders that take minutes, and the three ways to run many AI videos at once on Treza: concurrent API calls, a For each node, and schedules. - [The Best AI Voice for Faceless YouTube Videos (2026)](https://www.trezalabs.com/blog/best-ai-voice-for-faceless-youtube-videos): How to pick the best AI voice for YouTube: what makes narration listenable, matching a voice to your format, keeping one voice per channel, and pacing scripts. - [How to Start a Faceless Gaming Channel (2026)](https://www.trezalabs.com/blog/how-to-start-a-faceless-gaming-channel): How to start a faceless gaming channel: formats that stay easy at video 50, what footage you can actually use, narration and captions, and publishing on a schedule. - [n8n for Video vs a Real Video Pipeline: What Each One Actually Automates](https://www.trezalabs.com/blog/n8n-video-automation-vs-treza-ai-video-pipeline): n8n can wire video model APIs together with HTTP Request nodes, a render service, and a posting service. A video pipeline has those stages as native nodes. A factual comparison of what each automates, what it costs, and when to use both. - [Best AI Tools for Faceless YouTube Channels (By the Job They Do)](https://www.trezalabs.com/blog/best-ai-tools-for-faceless-youtube-channels): An honest roundup of the best AI tools for faceless YouTube channels, organized by production job: scripting, voiceover, visuals, captions, metadata, and scheduling. Point tools vs all-in-one apps vs a pipeline, with dated facts. - [Fliki vs Treza: Text-to-Video with Stock Media or a Generative Pipeline?](https://www.trezalabs.com/blog/fliki-vs-treza-ai-video-comparison): Fliki turns scripts, blog posts, and slide decks into narrated videos with 2,000+ voices, stock media, and avatars on a subscription. Treza generates every shot with frontier video models, then captions, schedules, and publishes on prepaid credits. A factual comparison. - [Higgsfield vs Treza: Cinematic Single Clips or a Pipeline That Publishes?](https://www.trezalabs.com/blog/higgsfield-vs-treza-ai-video-comparison): Higgsfield is a cinematic AI creative suite with its own models, 50+ camera-move presets, and Soul ID character consistency, sold by subscription. Treza runs frontier video models inside a node pipeline that narrates, captions, schedules, and publishes on prepaid credits. A factual comparison of features, pricing, and fit. - [How to Warm Up a New YouTube Channel for Automation](https://www.trezalabs.com/blog/how-to-warm-up-a-new-youtube-channel-for-automation): How to warm up a new YouTube channel before pointing an automated pipeline at it: a week-by-week pacing plan, the mass-produced content policy, AI labels, and what our own pipelines do at each stage. - [How We Run Automated YouTube Channels on Our Own Pipelines](https://www.trezalabs.com/blog/how-we-run-automated-youtube-channels-on-our-own-pipelines): Six faceless YouTube channels run on the same Treza pipelines customers use. Here is the graph, the schedule, the review pass, what broke, and what we changed, with no invented numbers. - [InVideo AI vs Treza: Agent Editor or Video Pipeline?](https://www.trezalabs.com/blog/invideo-ai-vs-treza-ai-video-comparison): InVideo AI is a prompt-to-video editor with stock, avatars, voice clones, and access to Seedance, Veo, and Kling on a monthly subscription. Treza runs the same frontier models inside a scheduled, publishing pipeline on prepaid credits. A factual comparison. - [Pictory vs Treza: Stock Footage Assembly or a Generative Video Pipeline?](https://www.trezalabs.com/blog/pictory-vs-treza-ai-video-comparison): Pictory turns scripts, URLs, and long recordings into stock-footage videos on a subscription. Treza generates footage with frontier video models, narrates, captions, schedules, and publishes on prepaid credits. A factual comparison of features, pricing, and fit. - [RankReel vs Treza: Video SEO Tooling or a Pipeline That Makes and Publishes the Video?](https://www.trezalabs.com/blog/rankreel-vs-treza-ai-video-comparison): RankReel is a one-time video ranking suite: keyword research, competitor analysis, title and description optimization, and backlinks for videos you already have. Treza generates the video with frontier models, narrates, captions, writes the YouTube metadata, and publishes on a schedule with prepaid credits. A factual comparison. - [How to Make Faceless YouTube Shorts With AI (2026 Guide)](https://www.trezalabs.com/blog/faceless-youtube-shorts): How to make faceless YouTube Shorts with AI: 9:16 formats that repeat, word-by-word captions for muted feeds, a posting cadence you can sustain, and one pipeline that does all of it. - [Preview the First Frame Before You Pay for the Video](https://www.trezalabs.com/blog/how-to-set-a-first-frame-image-for-ai-video-generation): Generate the opening frame on an image model for cents, check the composition, then wire it into the video node's First frame port. How keyframes, Run to here, and output locking cut wasted video renders. - [Hailuo 3 vs Seedance 2.5: Sharp and Short, or Long and Soft](https://www.trezalabs.com/blog/hailuo-3-vs-seedance-2-5-comparison): A parameter-level comparison of MiniMax Hailuo 3 and ByteDance Seedance 2.5: clip length, resolution up to 4K, aspect ratios, keyframes, native audio, and published per-second cost. - [Will YouTube Demonetize AI or Faceless Channels?](https://www.trezalabs.com/blog/youtube-ai-content-monetization-policy): Will YouTube demonetize AI or faceless channels? What the inauthentic content policy actually says, when the altered or synthetic content label is required, and what keeps a generated channel monetizable. - [Do Faceless YouTube Channels Make Money? The Honest Math](https://www.trezalabs.com/blog/do-faceless-youtube-channels-make-money): Do faceless YouTube channels make money? What the YouTube Partner Program requires as of 2026, why online revenue figures are unverifiable, and the side of the equation you can calculate: cost per video. - [How to Clip for Vyro Campaigns with an AI Pipeline (Brief to Submitted URL)](https://www.trezalabs.com/blog/how-to-clip-for-vyro-campaigns-with-an-ai-pipeline): A clipper's workflow for Vyro, Whop, and Clip Collective campaigns: paste the brief, drop in the source, and get a checked, captioned, posted clip plus the URLs to submit. What to automate and what stays with you. - [Veo 3.1 vs Kling 3.0 Pro: Polish Against Length and Price](https://www.trezalabs.com/blog/veo-3-1-vs-kling-3-0-pro-comparison): A parameter-level comparison of Google Veo 3.1 and Kling 3.0 Pro: clip lengths, aspect ratios, resolution ceilings, keyframes, native audio, and the published per-second rates each one bills at. - [Faceless YouTube Automation: Run the Whole Channel on a Schedule](https://www.trezalabs.com/blog/faceless-youtube-automation): How faceless YouTube automation actually works: script, voiceover, captions, metadata, and scheduled upload as one pipeline, plus what you should never automate. - [Seedance 1.5 Pro vs Seedance 2.5: The Cheap One and the Long One](https://www.trezalabs.com/blog/seedance-1-5-pro-vs-seedance-2-5-comparison): A parameter-level comparison of ByteDance Seedance 1.5 Pro and Seedance 2.5: clip length, resolution, aspect ratios, reference images, audio pricing, and measured per-second cost. - [Faceless YouTube Channel Ideas That Actually Scale (2026)](https://www.trezalabs.com/blog/faceless-youtube-channel-ideas): Faceless YouTube channel ideas ranked by the only test that matters: whether video #50 is as easy to make as video #5. Formats we actually run in production, and the ones that quietly don't scale. - [Seedream 4.5 API and Pricing, Explained Through a Real Pipeline](https://www.trezalabs.com/blog/seedream-4-5-api-pricing-through-a-pipeline): What Seedream 4.5 costs per image, which two settings move the charge, how its editing and multi-reference modes work, and how to call the model as a published API endpoint instead of building a ByteDance integration. - [Seedream 4.5 vs Gemini 2.5 Flash Image: Which One, and When](https://www.trezalabs.com/blog/seedream-4-5-vs-gemini-2-5-flash-image-comparison): A parameter-level comparison of Seedream 4.5 and Gemini 2.5 Flash Image, also known as Nano Banana: resolution control, aspect ratios, reference images, batching, editing behavior, and cost. - [What a Daily AI Video Actually Costs](https://www.trezalabs.com/blog/how-much-does-ai-video-generation-cost): Posted per-second model rates are only part of the bill. Here is what one finished, narrated, captioned, published video costs, worked through real rates and our own measured production runs. - [Selling Video Generation to Agents, for USDC](https://www.trezalabs.com/blog/selling-video-generation-to-agents-for-usdc): How we put an AI video generation API behind the x402 payment protocol: wallet-keyed accounts, per-request dynamic pricing, signed claim tickets, and the fail-open bugs we hit on the way. - [LTX Studio vs Treza: A Film Workspace and a Shipping Pipeline](https://www.trezalabs.com/blog/ltx-studio-vs-treza-ai-video-production-comparison): LTX Studio turns a script into storyboards, shots, and a cut inside one production workspace. Treza runs a pipeline that ends with the video published. A factual comparison of features, models, pricing, and who each one fits. - [Seedance 2.5 API and Pricing, Explained Through a Real Pipeline](https://www.trezalabs.com/blog/seedance-2-5-api-pricing-through-a-pipeline): How Seedance 2.5 actually bills, which settings move the number, and how to call the model as a published API through a pipeline instead of integrating ByteDance yourself. - [Veo 3.1 API and Pricing, Explained Through a Real Pipeline](https://www.trezalabs.com/blog/veo-3-1-api-pricing-through-a-pipeline): What Veo 3.1 actually costs per second, by resolution and audio, plus how to call it as a published API through a pipeline instead of wiring Google's raw endpoint yourself. - [How to Connect Cursor to a Video Pipeline with MCP](https://www.trezalabs.com/blog/how-to-connect-cursor-to-a-video-pipeline-mcp): Add Treza's hosted MCP server to Cursor and drive real video pipelines from the editor: run renders, poll status, and get finished video links without leaving your codebase. - [What Is a Video Generation MCP Server, and How Does It Work?](https://www.trezalabs.com/blog/video-generation-mcp-server): A video generation MCP server lets Claude and other AI agents run real video pipelines instead of just writing prompts. Here is what the tools look like, how the async render loop works, and how Treza's hosted server does it. - [How to Connect Claude Code to a Video Pipeline with MCP](https://www.trezalabs.com/blog/how-to-connect-claude-code-to-a-video-pipeline-mcp): Give Claude Code a real video generator: add Treza's hosted MCP server with one command, authenticate with OAuth, and have Claude run pipelines that render, caption, and publish video. - [Preview.io vs Treza: Production Platform or Video Pipeline?](https://www.trezalabs.com/blog/preview-io-vs-treza-ai-video-platform-comparison): Preview.io is a collaborative pre-production workspace that exports to Final Cut. Treza is a pipeline that generates, edits, and publishes. A factual comparison of features, models, pricing, and who each one fits. - [Wireflow vs Treza: Two Node Canvases, Two Different Bets](https://www.trezalabs.com/blog/wireflow-vs-treza-ai-video-workflow-comparison): Wireflow and Treza both chain AI models on a node canvas. One bets on ad creative volume with subscriptions, the other on production pipelines with prepaid credits. A factual feature and pricing comparison. - [Seedance 2.5 vs Veo 3.1: Which AI Video Model Wins in 2026?](https://www.trezalabs.com/blog/seedance-2-5-vs-veo-3-1-comparison): A hands-on comparison of Seedance 2.5 and Veo 3.1 for AI video generation: clip length, formats, resolution, audio, and cost, with a spec table and clear picks per use case. - [Seedance 2.5 vs Veo 3.1 vs Sora 2: Which AI Video Model Wins in 2026?](https://www.trezalabs.com/blog/seedance-2-5-vs-veo-3-1-vs-sora-2-comparison): A hands-on comparison of Seedance 2.5, Veo 3.1, and Sora 2 for AI video generation: clip length, formats, resolution, audio, and cost, with a spec table and clear picks per use case. - [How to Build an AI Image Generation Pipeline (2026 Guide)](https://www.trezalabs.com/blog/how-to-build-an-ai-image-generation-pipeline): How to build an AI image generation pipeline: expand a brief with an LLM, render with Gemini, FLUX, or Seedream, and ship it behind one API. - [How to Add AI Voiceover to Videos with Text-to-Speech (2026 Guide)](https://www.trezalabs.com/blog/how-to-add-ai-voiceover-to-videos-text-to-speech): How to add AI voiceover to videos with a text-to-speech API: turn a script into natural narration, time it to your footage, and run it as a repeatable pipeline. - [How to Create a Faceless YouTube Channel (2026 Guide)](https://www.trezalabs.com/blog/how-to-create-a-faceless-youtube-channel): Learn how to create a faceless YouTube channel step by step: picking a niche, generating videos with AI, captions and metadata, auto-publishing, and monetization. - [How to Transcribe Video Automatically with an AI Transcription API (2026 Guide)](https://www.trezalabs.com/blog/how-to-transcribe-video-automatically-ai-transcription-api): A step-by-step guide to transcribing video automatically with an AI transcription API: extract audio, run a speech-to-text model, get timestamped text and JSON, as one repeatable pipeline. - [How to Add Captions to AI Videos Automatically (2026 Guide)](https://www.trezalabs.com/blog/how-to-add-captions-to-ai-videos-automatically): A step-by-step guide to auto-captioning AI videos: transcribe the audio, generate SRT/VTT subtitles, and burn them in, all as one repeatable pipeline behind an API. - [How to Auto-Publish AI Videos to YouTube (2026 Guide)](https://www.trezalabs.com/blog/how-to-auto-publish-ai-videos-to-youtube): Learn how to automatically publish AI-generated videos to YouTube: the recommended resumable upload API, titles and metadata, captions, and scheduling, as one pipeline. - [Multi-Model AI Pipelines: How to Chain Video, Image, and Text Models](https://www.trezalabs.com/blog/multi-model-ai-pipelines-chaining-video-image-text): Learn what a multi-model AI pipeline is, common patterns for chaining video, image, and text models, and how to publish the whole chain behind one API. - [Veo 3.1 vs Sora 2: Which AI Video Model Should You Use?](https://www.trezalabs.com/blog/veo-3-vs-sora-2-ai-video-model-comparison): A practical comparison of Veo 3.1 and Sora 2 for AI video generation: quality, motion, duration, cost, and when to pick each. Plus why you shouldn't lock yourself to one. - [AI Agent Sandboxing: How to Contain Autonomous AI Execution in 2026](https://www.trezalabs.com/blog/ai-agent-sandboxing-hardware-isolation-containment): Software sandboxes can't contain a compromised AI agent, the escape paths are too wide. Learn how hardware-enforced isolation, attestation, and least-privilege execution boundaries create a sandbox that actually holds in production. - [AI Video Pipeline: What It Is and How to Build One (2026)](https://www.trezalabs.com/blog/how-to-build-an-ai-video-generation-pipeline): An AI video pipeline is an automated chain of AI models that turns a brief or script into a finished, published video. Learn the six stages and build one that runs on a schedule or behind an API. - [Zero Trust for AI Agents: A Complete Architecture Guide for 2026](https://www.trezalabs.com/blog/zero-trust-for-ai-agents-complete-architecture-guide): Traditional zero trust assumes humans log in and log out. AI agents run continuously, hold credentials, and make autonomous decisions, the old model breaks. Learn how to apply zero trust to agentic AI systems using attestation, hardware isolation, and least-privilege design. - [AI Agent Security: The Complete Guide for 2026](https://www.trezalabs.com/blog/ai-agent-security-production-complete-guide): AI agents that hold secrets, call APIs, and execute code introduce a fundamentally new attack surface. This guide covers the full threat model, prompt injection, secret leakage, credential abuse, and more, and the architectural defenses that actually work. - [Prompt Injection Attacks on AI Agents: How They Work and How to Stop Them](https://www.trezalabs.com/blog/prompt-injection-attacks-on-ai-agents): Prompt injection is the top security threat for AI agents in 2026. How direct, indirect, and cross prompt injection (XPIA) attacks work, why guardrails fail, and how to stop them at the execution boundary. - [What Is Agentic AI Governance?](https://www.trezalabs.com/blog/what-is-agentic-ai-governance): Agentic governance is the discipline of controlling what autonomous AI agents may do and proving what they did. Get a six-pillar framework, EU AI Act and NIST AI RMF mapping, and runtime enforcement patterns. - [What Is an MCP Control Plane? Governing Model Context Protocol Servers at Scale](https://www.trezalabs.com/blog/what-is-an-mcp-control-plane): MCP turned every API into a tool an AI agent can call. That's powerful, and ungoverned. An MCP control plane is the layer that decides which servers your agents can discover, which tools they can invoke, and how to prove those servers haven't been tampered with. - [What Is Confidential Computing? A Complete Guide for 2026](https://www.trezalabs.com/blog/what-is-confidential-computing-complete-guide): Confidential computing protects data while it's being processed, the last gap in the encryption story. This guide explains how it works, the hardware that powers it, real-world use cases, and how to adopt it without rewriting your applications. - [How to Run AI on Sensitive Data Without Violating HIPAA or GDPR](https://www.trezalabs.com/blog/how-to-run-ai-on-sensitive-data): 97% of enterprise AI deployments are blocked by 'no sensitive data in LLMs' policies. This guide covers exactly how to unlock AI on PII, PHI, and financial data using hardware-isolated enclaves, with cryptographic proof your data never left the boundary. - [Redacting PII at the Step Boundary: Least-Privilege Data Access for AI Agents](https://www.trezalabs.com/blog/redacting-pii-in-agentic-systems-least-privilege-data-access): AI agents don't need to carry your users' personal data through every step of a workflow. Here's how to enforce field-level PII stripping at each step boundary, with an audit log that proves it. - [ZK KYC in a Trusted Execution Environment: Cryptographic Identity for the Agentic Era](https://www.trezalabs.com/blog/zk-kyc-in-a-trusted-execution-environment): Zero-knowledge proofs let users prove identity claims without revealing underlying PII. Trusted Execution Environments let verifiers prove the check ran correctly without trusting the operator. Together, they form a compliance architecture that enterprises and AI agents can actually trust. - [What Are Docker Hardened Images and Why Do They Matter?](https://www.trezalabs.com/blog/docker-hardened-images-production-security): Most Docker images carry far more than your application needs, extra packages, root access, known CVEs. Hardened images strip that attack surface away. Here's what they are, how to build them, and why they're non-negotiable for production security. - [What Is an AI Control Plane?](https://www.trezalabs.com/blog/what-is-an-ai-control-plane): An AI control plane is the governance layer above autonomous AI agents: policy enforcement, hardware attestation, and tamper-evident audit logs. See the architecture, real examples, and when you need one. - [FIPS, ISO, and the Compliance Standards That Matter for Privacy Infrastructure](https://www.trezalabs.com/blog/fips-iso-and-compliance-standards-for-privacy-infrastructure): A practical guide to the security and compliance standards, FIPS 140-3, ISO 27001, SOC 2, NIST 800-53, PCI DSS, and more, that privacy-first platforms should align with, and how TEE-based architectures like Treza map to each. - [How to Build an AI Agent That Can Pay for Its Own APIs](https://www.trezalabs.com/blog/how-to-build-an-ai-agent-that-can-pay-for-its-own-apis): Build an AI agent that finds APIs on the x402 Bazaar, checks each price against a budget and pays in USDC from its own wallet. TypeScript code included. - [MPC vs TEE vs FHE: Which Privacy Technology Should You Use in 2026?](https://www.trezalabs.com/blog/mpc-vs-tee-vs-fhe-which-privacy-technology-should-you-use): Multi-Party Computation, Trusted Execution Environments, and Fully Homomorphic Encryption each solve privacy differently. This guide compares performance, trust assumptions, and practical deployment so you can pick the right one for your use case. - [Private AI: How to Run Models Without Exposing Your Data](https://www.trezalabs.com/blog/private-ai-how-to-run-models-without-exposing-your-data): Every AI API call sends your data to someone else's server. This guide covers the full spectrum of private AI approaches, from local inference to hardware-isolated enclaves, and shows how to run production AI workloads where not even the cloud operator can see your prompts or outputs. - [Secure Enclaves for Developers: Deploy Docker Containers in Hardware Isolation](https://www.trezalabs.com/blog/secure-enclaves-for-developers-deploy-docker-containers-in-hardware-isolation): A practical guide to running Docker containers inside secure enclaves. Learn how to deploy, attest, and manage workloads in AWS Nitro Enclaves without rewriting your application, using the Treza SDK, CLI, or REST API. - [What Is a Trusted Execution Environment (TEE)? A Complete Guide for 2026](https://www.trezalabs.com/blog/what-is-a-trusted-execution-environment-tee-complete-guide): Trusted Execution Environments provide hardware-level isolation for sensitive computation. This guide explains how TEEs work, compares AWS Nitro Enclaves vs Intel SGX vs AMD SEV, and shows when your application needs one. - [x402 Payment Integration: Autonomous Micropayments for AI Agents](https://www.trezalabs.com/blog/x402-payment-integration-autonomous-micropayments-for-ai-agents): AI agents pay Treza over x402 in USDC on Base or Solana for video, voiceovers, music, images, YouTube clips and narrated shorts. No account or API key. - [How to Run OpenClaw in a Trusted Execution Environment (TEE) with Treza](https://www.trezalabs.com/blog/how-to-run-openclaw-in-a-trusted-execution-environment-with-treza): Deploy OpenClaw, the open-source personal AI assistant, inside a hardware-isolated Trusted Execution Environment using Treza's Nitro Enclave infrastructure. Full walkthrough from Docker image to cryptographic attestation. - [Why AI Assistants Need Trusted Execution Environments: Running OpenClaw in a TEE](https://www.trezalabs.com/blog/why-ai-assistants-need-trusted-execution-environments-running-openclaw-in-a-tee): AI assistants handle API keys, messaging credentials, and user conversations. A Trusted Execution Environment enforces hardware-level isolation that Docker and VMs cannot match. Here's what TEEs are, why they matter, and how to run OpenClaw inside one. - [How to Run OpenClaw in Docker: Complete Setup Guide (2026)](https://www.trezalabs.com/blog/how-to-run-openclaw-in-docker-complete-setup-guide): Step-by-step guide to running OpenClaw, the open-source AI assistant, in a Docker container. Covers installation, configuration, Telegram setup, dashboard access, and production hardening. - [HIPAA Compliance with Secure Enclaves](https://www.trezalabs.com/blog/hipaa-compliance-with-secure-enclaves): Handle protected health information with compliant secure enclaves that meet HIPAA regulatory requirements. ## Help - [Connect Anthropic to Treza](https://www.trezalabs.com/help/connect-anthropic) - [Connect Azure OpenAI to Treza](https://www.trezalabs.com/help/connect-azure-openai) - [Connect a custom provider to Treza](https://www.trezalabs.com/help/connect-custom) - [Connect OpenAI to Treza](https://www.trezalabs.com/help/connect-openai)