Outsourcing hubCompanyOperations and purchasing
Words build the world.
AX booster, Saycode
Create it with a sentence, then deploy it internally.
What one person builds, the whole team can use together.
Course dashboardSchoolDepartment office
Sales boardCompanySales
Regional air-quality analysisSchoolData analysis course
Support ticketsCompanyCustomer support
Lean startup canvasSchoolStartup club
Employee AX trainingCompanyPeople and L&D
Practicum journalSchoolDepartments with practicums
Meeting logCompanyBusiness development
Activity recordSchoolAwards and outside activities
Proposal template bankCompanyPlanning and proposals
Contest finderSchoolContest preparation
Company intro pageCompanyMarketing
Disaster and safety mapSchoolOpen-data course
Team fit checkCompanyTeam building
Study group boardSchoolCampus study groups and clubs
Interactive quizCompanyInternal events
Business plan consultantSchoolStartup course and hackathon
Screens built with Saycode and live at real addresses.
AI improved individual productivity, but collaboration stood still.
Employees already work faster with ChatGPT and Claude. But results remain scattered across personal computers, beyond company control and sharing.
Planning → development bottleneck
Whether it is an internal tool or a new screen, planners always wait for developer availability.
Broken sharing
Work created in individual accounts stays personal, so the team cannot continue it.
Management blind spot
The company cannot see who builds and uses what, making audits and access control difficult.
Describe it and get a working screen.
Never build alone. Plan and design with teammates in one conversation.
Support
Build a customer support tracker
Built it and put it on an internal address.
Support
Put unassigned tickets in their own view
Developer
Add pagination to the list API and fix the N+1 queries
csdashboard.apps.saycode.aiPreview instantly
01Ask in your own words
One natural-language sentence: “Build ○○.”
02Work together
Teammates join the same conversation and keep refining.
03Preview instantly
A real working screen appears beside your request.
04Deploy internally
Issue an internal link with one button.
Everyday work, on Saycode
Talk to it like the AI you already use. Attach a file and hand over the editing too.
- 01Ask anything
- What is stuck, what to look up, what to tidy.
- 02Attach a file
- Drop in slides, PDFs, spreadsheets, and hand over the summary or the edit.
- 03Query company data by asking
- No SQL needed. Ask for the data you want and it finds and arranges it.
- 04Straight into building
- Once the direction is set, that same conversation carries into the build.
Turn individual results into team assets.
Saycode turns individual experiments into company assets, managing who builds, where it runs, and how it is deployed and shared.
Individual
- Ends with one person
- Scattered across personal computers
- The team cannot continue the work
Team
Access and ownership
Manage projects and access at the organization level rather than through personal accounts.
Machines and runtime
An organization-managed runtime, so you can connect internal databases right away.
Deploy and share
Keep updating the original URL while the team uses the same result.
Collaborate and review
Colleagues can copy and edit work, then review changes before applying them to the original.
Building looks similar. What follows is different.
Typical vibe coding tools stop at creation. Saycode carries every team member’s work through company deployment, collaboration, and sharing.
Typical vibe coding tools
Saycode
Internal deployment
External cloud / manual work
One-click internal URL (automatic SSL)
Team collaboration
One account per person; work stays personal
Colleagues continue, edit, and review together
Sharing and handoff
Scattered across personal computers
Company-managed and available to the whole team
Code and data
Leaves the company
Your company’s own environment + end-to-end encryption (E2EE)
Who builds
Usually requires a developer
Works for non-developers too
Not just building, but getting it used inside the company. That is Saycode.
Teams like these, using it like this
What the screens above take off people’s plates, written in the words of the people who use them.
Illustrative scenarios, not customer testimonials
Every vendor used to live in a separate email thread. Now it is one screen, and nobody has to ask where things stand.
Jeong **General affairs · Outsourcing hub Every term started with rebuilding the same table and mailing it around. Now the faculty open it themselves.
Lim **Department office · Course dashboard The night before the weekly meeting went to reconciling spreadsheets. Now we look at the same screen together in the room.
Bae **Sales · Sales board Ideas stayed talk and faded out. Filling in the boxes keeps them around until the next meeting.
Chae **Startup club · Lean startup canvas Two of us once answered the same ticket because neither knew who had picked it up. That stopped happening.
Oh **Customer support · Support tickets Course data used to end up in a report and stop there. This time I handed in something you can open and click.
Nam **Data analysis course · Regional air-quality analysis Sign-ups and attendance ran through a different tool each time. Now both finish in one place.
Moon **People and learning · Employee AX training We each tracked deadlines and paperwork, and missed one. One person built it, and the team runs on it.
Baek **Competition prep · Contest finder Every proposal started with hunting for the last one. Now it starts with picking one.
Heo **Proposals · Proposal template bank I downloaded public datasets and never used them. Putting them on a map is when they became useful.
Seo **Open data course · Disaster and safety map After a meeting everyone walked off with their own notes. Now I can find what we discussed last month.
Kwon **Business development · Meeting log I was tired of pasting the same recruiting post into every group chat. Now I post once and send a link.
Jo **Campus study groups · Study group board
Monthly AI spend, down by more than half
50%or more saved
- Who
- 50 people at Buzzni
- When
- Usage, Jun–Aug 2026
- Baseline
- vs. per-person subscription support
Actual savings vary with usage patterns and company setup.
Where the savings come from
- Plans for heavy users, pay-per-use for light users
- Automatic model choice by task difficulty
- An AI playbook that cuts wasted usage
Choose the right adoption path for your team.
From a free evaluation to company-wide rollout, tailored to your organization.
Free pre-adoption evaluation · starts after inquiry
Free PoC
Free
- Evaluate directly at no cost
- Sample project creation support
- Project limit (by agreement)
Chat only, nothing to build
Office
Ask us
- Attach files for summaries and edits
- Query company data by asking
- Move into building when you need it
Team collaboration · internal operation · company-wide rollout
RecommendedEnterprise
Ask us
- Team collaboration / project sharing
- Dedicated company environment / system integration
- Access, audit, and deployment operations
- Member invitations (by agreement)
Frequently asked questions
Who can use it?
You can request work in natural language without being a developer. Only company-approved members have access.
Is our data secure?
Code, conversations, and artifacts are kept in your company’s own environment and protected with end-to-end encryption (E2EE). Where it sits is decided together with your company.
Where does the AI run?
It uses company-managed AI models. Connect Claude, Codex, or Gemini with company accounts, or use an internally hosted model.
How do we deploy what we build?
Deploy to an internal URL in one click through the internal PaaS, with SSL applied automatically.
How do we get started?
Contact us to begin after a short consultation. The service is currently offered to organizations.
Do I pay separately for AI tokens?
No. Connect the Claude Code or Codex subscription you already have and Saycode works within its limits with no separate token charges. Without a subscription you can start on the trial model.
Tell us what you want to build.
Start together, from planning to deployment.
- Adoption inquiry
- soo@buzzni.com
- Technical inquiry
- ryan@buzzni.com
- Customer support
- ernie@buzzni.com