What Glimmer does
Glimmer by Glints joins your team's chat. It answers from your own files and shows the source, does the work in your systems, and builds the tools you ask for.
Asked inside Glints
Each one is answered in the team chat, where everyone can see it.
the output at Glints since we started working with our agents.
of Glints departments work with our agents.
of the Glints product is written by agents.
Answers questions
Policy answers
Glimmer reads the law and your own wiki, and shows both sources. It also points out the part only your own contract can answer.
HR questionsLarkAnswered in the open
The team sees each answer, and copies the best questions.
team-ops14 members| Industry | Jobs | Per job |
|---|---|---|
| Logistics & Supply Chain | 7,828 | 229.0 |
| and the rest, ranked | ||
Your sources
Add the handbook, your SOPs, the price list and your warranty terms in the console. Glimmer answers from those and links to its source.
Read the real threads| Source | Kind | Last read |
|---|---|---|
| ▤Staff handbook 2026 | Today | |
| Leave policy by country | Lark wiki | Today |
| ▦Price list | Spreadsheet | Yesterday |
| ▤Warranty terms | Word file | Monday |
| §Taiwan Labor Standards Act | Public law | Weekly |
Does the work
Five jobs that teams do every week or every month, shown as examples. Glimmer does them inside the systems you already have.
Make money
Glimmer keeps the deal list up to date from the sales chats and drafts each follow-up. Your salespeople spend the hours with customers.
Sales teamLarkSave money
A supplier charged you more than the price you agreed. Glimmer caught it before you paid.
Before you pay suppliers each month, Glimmer checks every invoice against what you ordered. Here, one supplier had raised its price by S$2 a piece on 620 pieces. Glimmer flagged the invoice and drafted a note asking the supplier to fix it. You decide whether to pay.
Save time
Each month, someone checks what Shopee, Lazada and Shopify paid you after their fees, and enters it into your accounting system. Glimmer does the checking and drafts the entries.
FinanceLark| Platform | Fees | Net payout |
|---|---|---|
| Shopee | S$1,858 | S$19,482 |
| Lazada | S$1,214 | S$12,906 |
| Shopify | S$681 | S$18,224 |
Get paid on time
Customers have owed you this for more than 30 days, across 9 invoices.
Every Monday, Glimmer pulls the overdue invoices from your accounting system and drafts a reminder for each customer. Customers who often pay late get a firmer reminder. Your finance exec reads each one before it goes out.
Know what works
A free email to past customers brought in S$6,380 in sales. The giveaway with 1.8k likes brought in S$260.
Before the budget meeting, Glimmer checked which sales came from each promo, using the shop tills and the online store. At Glints, a product lead asked Glimmer a similar question: why half of new signups never apply for a job.
Your systems
An old desktop accounting package, a POS built just for you, spreadsheets everywhere. Common tools connect through connectors we have checked. For your own software, we build the connector with you.
If a password stops working, the console tells you.
| System | Used by | Connector | Status |
|---|---|---|---|
| Xero | finance | Checked by Glints | Working |
| Lark Base | sales, ops | Checked by Glints | Working |
| Outlook mail | sales | Checked by Glints | Sign-in expired |
| Shopify | ops | From the vendor | Working |
| ▦POS (built for you) | ops | Built for you | Working |
Any website
Your supplier's order portal has no connector. Glimmer signs in with the account you give it, checks each order and sends the delivery dates back as a spreadsheet.
It asks a person before it submits a form or places an order.
| Order | Item | Delivery | Status |
|---|---|---|---|
| PO-2291 | Chicken thigh, 20 kg | 3 Oct | Shipped |
| PO-2294 | Cooking oil, 10 tins | 6 Oct | Packing |
| PO-2302 | Jasmine rice, 40 bags | Not set | Out of stock |
Asks before it acts
Mark any action as needing approval, such as a payment, a client email or a deletion. Glimmer asks the person who made the request, in the same thread. Everything else, it just does.
In the thread
Nothing happens until someone taps Approve.
SalesLarkIn the console
Team leads decide which actions wait for a person. Changes to what Glimmer remembers also wait for the owner's OK.
| Action | System | Rule |
|---|---|---|
| Send an email to a client | Outlook | Ask first |
| Pay a bill | Xero | Ask first |
| Delete records | Lark Base | Ask first |
| Read invoices | Xero | Just do it |
| Draft a reply | Outlook | Just do it |
| Update a lead's notes | Lark Base | Just do it |
Works in the background
Describe the job once, in your own words. Glimmer runs it every time, day or night, and posts in the thread when it is done.
Plain steps
Glimmer shows the job as simple steps. Work started by an outside email runs with fewer permissions until a person approves it.
Long jobs
Ask for a long job and carry on with your day.
FinanceMicrosoft TeamsBuilds tools
A quote calculator or a new web page usually means hiring a software company, waiting weeks and paying again for every change. With Glimmer, you describe it in normal English, with no coding.
A real thread, 19 May 2026
A business lead asked for it in the chat. It was live for every recruiter 83 minutes later.
Help deskLarkYour website
MarketingLarkTeam tools
Your data goes into the tool and never out of it.
Remembers
Glimmer keeps its memory as plain files. A manager can open them, see every change and correct anything.
In the chat
A new rule for the whole team waits for the owner to approve it.
SalesLarkIn the console
Memory can cover the whole team or a single chat. There is no black box.
| Date | Change | By |
|---|---|---|
| 12 Sep | Added the 30-day terms rule | Head of sales |
| 3 Sep | Quote limit set at S$5,000 | Head of sales |
| 28 Aug | Removed the 2025 price list | Account manager |
A Glimmer for every team
Each Glimmer has an owner on your staff, a job written down in a few simple sentences and a list of what it can see.
Agents page
Team leads add and edit their own. Setting up a new Glimmer takes minutes. The real work is deciding what it can see.
Glimmer| Agent | Owner | Chat group | Can see | Model |
|---|---|---|---|---|
| Sales | Head of sales | #sales | Leads, price list |  Claude |
| HR | HR manager | #hr-questions | Handbook, leave |  GPT |
| Finance | Finance lead | #finance | Xero, invoices | Claude |
| Operations | Ops lead | #ops | Stock, Shopify |  Gemini |
| Support | Support lead | #support | Orders, complaints |  DeepSeek |
Access
If you are not in the team's chat group, you cannot ask that team's Glimmer anything.
Managers
A manager who looks after two teams' Glimmers sees those two in the console, and no others.
Cost
| Team | Spend |
|---|---|
| Sales | S$41.20 |
| Finance | S$27.45 |
| Operations | S$18.10 |
| HR | S$12.80 |
Any AI model
The leading AI models keep overtaking each other. Each team picks one, and you can switch later without starting over.
A model per team
Each team gets the model that suits its work. We agree how usage is billed before any build starts.
ClaudeAnthropicGPTOpenAI✓GeminiGoogleDeepSeekDeepSeekSwitch any time
We pick what fits your company, and can swap it later. Logos belong to their respective owners.
Your data stays yours
Every company asks where its data goes. With Glimmer, you can see for yourself.
How it is kept safe
On the record
Anything not on your approved list is blocked, and the block is logged too.
| Time | From | To | Result |
|---|---|---|---|
| 10:02 | HR chat | AI model | Allowed |
| 10:03 | Finance chat | Xero | Allowed |
| 10:05 | Support chat | unknown-site.io | Blocked |
| 10:07 | Sales chat | Outlook | Allowed |
| 10:09 | Ops chat | Shopify | Allowed |
Everything on the record
Every question, action, approval and blocked connection is logged. The console shows it for each team, in dollars.
Yours to keep
It is in your cloud account, and the data and everything we build belong to you. Your own IT, or another company, can take over the running of it. We hold ourselves to one test. Your own person can change a Glimmer without us.
How a deployment works
We set it up, build your first Glimmer with you and keep it running. Your first job is working in the first week. Your team leads add more when they are ready.
We set Glimmer up on your handbook, your policies and your data, so its answers are about your company, not the internet's.
One shared Glimmer in the chat app your staff already use, managed in one place. Your data stays yours, and so does what we build for you.
What people asked, what got answered and the time saved. You can see whether it works, without taking our word for it.
Start small
Grants are available, and we help you apply.
Check your grant in 60 secondsThe full picture
What we do and what your team does, at each stage.
See how we startQuestions leaders ask
No. Glimmer layers over what you already run: an old desktop accounting package, a POS built just for you, spreadsheets everywhere. Nothing gets ripped out, and nobody has to relearn their job. We confirm the fit for your systems before we start.
Then we switch the engine underneath. Glimmer is not tied to one AI company. Your data, your setup and your team's habits all carry over, so you are not betting on one company.
Ten separate accounts means ten copies of a tool that knows nothing about your business. None of them has read your handbook or seen your sales figures, and you cannot see what the company got for the money. One shared Glimmer is connected to your business once. It works in the open, so the whole team copies the best questions, and you can measure the use.
See Glimmer and ChatGPT side by side. If your staff use ChatGPT today, check whether their plan is safe for company data.
Do it. It shows you are on the right track. What they give you is a chat room with an AI in it. What they do not give you is an AI that knows your business. It has not read your handbook, cannot see your sales figures, and has never heard of the system you have run for ten years. Connecting it up is the real work, and it decides whether anyone still uses it in month three.
Glimmer is not tied to one chat company either. It joins the app your team uses today, and moves with you if you switch. If you do not have a shared chat app yet, we help you pick one before we start.
See how Glimmer compares with Microsoft Copilot and Claude Tag.
Your data stays yours. Glimmer runs in a cloud account in your company's name, and you control who gets in. The only thing that leaves is what the AI model needs to answer a question, sent on your own account. We write down exactly where your data goes before we start, and what we build for you belongs to you.
Not sure about the AI your staff use today? Check your plan.
We price it after a call about your work. A bigger build that joins up your systems may be eligible for up to 50% support under EDGE. PSG and EDG are now merged under EDGE. We tell you on the call which grant fits, before you sign. More details: Enterprise Singapore EDGE FAQ, large projects page
The AI company charges for usage too. We agree how usage is billed before any build starts.
We set up Glimmer and build the first ones with you. After that, your team leads change instructions, add documents and create new Glimmers themselves in the console. We keep running the servers underneath: checking, updates and security fixes.
Common tools connect through connectors we have already checked. For your own custom systems, we build the connector with you. For software nothing can connect to, Glimmer can use the screen through a web browser, the way a person would.
Yes. Bring one real job from your team to a 20-minute call. We show you what Glimmer would do with it, and which grant fits, before you agree to anything.
Yes. If you would rather bring your own leaders or staff into a closed session, we will shape it around your business. Talk to us to plan it.
Another question?
We will tell you honestly whether Glimmer fits your business.
Why not ChatGPT for everyone?
Ten separate accounts are ten tools that start from zero. One shared Glimmer is connected to your business once, and everyone uses it.
Ten bills. None has read your handbook. Good questions stay in private chats.
Set up once. The whole team sees the best questions, and you can see the use.
Talk to us
We will show you what Glimmer would do with it, on a short call with the people who run Glints' own agents. We will also tell you whether Glimmer fits, what a deployment involves and what to expect.