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// ai-powered content · systems engineering

Content powered by AI.
Systems built by engineers.

BitCloudOps creates content with AI and engineers the systems behind it, from production pipelines to the cloud platforms they run on. Every project on this page is running for real.

See the work Start a project
4 video formats run end-to-end by AI pipelines
28 product templates shipped in a live AI product
−14 LUFS broadcast loudness on every render
1 push from Git to production on Cloudflare

What we do

Four disciplines, one way of working: automate it properly.

01

AI Content Systems

Production lines for video, voice and imagery. Script in, finished content out, with the craft built into the pipeline.

WhisperXTTSImage genMotion
02

Cloud Transformation

Enterprise architecture, migration and modernisation on Azure and Cloudflare. We design it, build it and run it, at any scale from one workload to a whole enterprise.

AzureCloudflareEnterprise architectureTerraform
03

Automation

The repetitive work your team does every week, turned into automated workflows, extensions and pipelines that run without you.

PythonPowerShellChrome MV3FFmpeg
04

AI Adoption

Practical AI for people and teams: which tools to use, where they pay off, and the guardrails around data, cost and security.

WorkflowsTrainingGuardrails

Selected work

Systems that ship things every week.

These aren't concept pieces. Each one is in use, producing real output.

AI media automation

The AI Video Production Engine

A script and a voice-over go in. A finished, sound-designed 1080p film comes out, along with vertical Shorts ready to upload.

  • Every cut is snapped to the spoken word using word-level speech alignment
  • Shot lists, camera moves, kinetic titles and maps are generated per scene
  • Layered sound: ambience, foley and music, ducked under the voice to broadcast loudness
  • Powers an animation/history channel, a fun/entertainment channel and a cinematic photo documentary
PythonWhisperXFFmpegHTML motionGSAP
Cloud transformation

Cloud Transformation, End to End

Design, build and operations on Azure and Cloudflare, shaped by enterprise architecture. Built for every level, from a single workload to an enterprise estate.

  • Enterprise architecture: target state, roadmaps and landing-zone design that follow the business
  • Infrastructure as code with Terraform: networking, workloads and governance across the whole Azure estate, with nothing built by hand
  • Cloudflare at the edge: DNS, hosting, security and performance in front of every app
  • Day-2 operations: monitoring, cost control and security, built in from the start
AzureCloudflareTerraformEnterprise architecture
AI product inkwellcv.com ↗

Inkwell CV

A résumé-template product taken from idea to production: 28 distinct templates, live previews and genuine Word export.

  • Real .docx output, checked against Microsoft Word, not just the browser
  • Matching cover letters for every template
  • Git-to-production deploys on Cloudflare Pages
ReactViteCloudflareSEO
Creator tooling

The Creator Automation Toolkit

A set of small, sharp tools that remove the busywork between an idea and a published piece.

  • A Chrome extension that batch-generates images, with 2K/4K upscale and character consistency
  • Bulk image generation across OpenAI and Gemini, with cost reports and retries
  • Voice-over from text: chunked cloud TTS, plus fully offline TTS on a CPU
Chrome MV3GeminiOpenAIKokoro

AI Lab

From script to screen, as a pipeline.

The video engine treats a film like infrastructure: declared and versioned, then rebuilt on demand. Change a line of the script and the whole film re-cuts itself, with the sound and graphics following.

  1. 01 Script beats & scenes
  2. 02 Align word timestamps
  3. 03 Direct shots & camera
  4. 04 Design motion & type
  5. 05 Mix voice-first sound
  6. 06 Ship film + Shorts
pipeline: episode build
$ build episode --script story.txt --voice narration.wav✓ transcribed and aligned every word to the voice✓ scenes matched to beats, shot list written✓ camera moves, titles and maps composed✓ ambience + foley placed, music ducked under voice✓ rendered 1080p · loudness normalised→ shorts/  vertical clips cut on word boundaries→ UPLOAD_DETAILS.txt  titles, tags, credits$

Playbooks · rolling out

AI for everyday life, and for serious work.

Short, practical guides drawn from what we actually use. No prompt-pack fluff.

For Everyday

Use AI without the hype

Write, plan, research and learn faster, and know when not to trust the answer.

Coming soon
For Professionals

Turn repeat work into one click

Find the task you do every week and hand it to a workflow, a prompt or an agent.

Coming soon
For Teams

Adopt AI with guardrails

Policies for data, cost and security that make AI safe to roll out, not just fun to try.

Coming soon
AzureTerraformKubernetesPowerShellPythonTypeScriptReactAstroCloudflareFFmpegWhisperXGeminiOpenAIClaudeKokoro TTSGSAPChrome ExtensionsOpenCVAfter EffectsGitAzureTerraformKubernetesPowerShellPythonTypeScriptReactAstroCloudflareFFmpegWhisperXGeminiOpenAIClaudeKokoro TTSGSAPChrome ExtensionsOpenCVAfter EffectsGit

About

An engineering studio, not an agency.

BitCloudOps is an independent technology studio based in Aotearoa New Zealand, with a background in cloud and security engineering. We build the systems ourselves and run them in production. Then we help others do the same.

  • Code over clicks If it matters, it's versioned and repeatable.
  • Craft in the pipeline Quality is built into the system, not added at the end.
  • Honest AI We use it where it pays off and say so where it doesn't.

Start a project

Have a process that should run itself?

Tell us what eats your week. We'll tell you honestly whether it can be automated, and how.

[email protected]