Purchase order / PDF
Real work samplePURCHASE
ORDER
ORDER
ItemQuantity
AL-6061 / 12T240
CU-BAR / 8T120
BRACKET / A280
SOURCE
CHECKED
CHECKED
AI operating layer for manufacturers
ORDERS · ERP · INVENTORY · LOGISTICS
Your MES,now AI-native.
Connect without replacing it. In one 30-minute interview, we build AI agents around the way your company works.
Auto-generated 30-min interview Live in your work
WORKFLOW / 01 DRY RUN
Fields extractedPDF · IMAGE · TABLE
MES codes matchedCustomer and item masters checked
Human reviewSource and draft shown side by side
Ready to registerOnly confirmed fields reach dry run
Items needing confirmation
1 item code1 due-date format
Review, then register in MES
The MES is unchanged until approval.
Managed with Teeem
01Workflow discovery02Custom apps and agents03Review and rollout04Operate and improve
01IMPLEMENTED WORKFLOWS · CLIENTS ANONYMIZED
Start with one bottleneck.Change the operating flow.
We combine an approximately 30-minute workflow interview with real samples and system constraints, then build a reviewable operating tool.
30:00~30-minute interview
02Review samples and rules
03Build and verify
04Improve from operations
Client names are private. The scope below is evidenced in app code and verification records; it is not a customer-outcome claim or a standard bundle.
CASE 01
Precision metalworking · stock/cutting
Automate cutting decisions
Bottleneck found in interviews and samples
Plate choice and cut direction lived in expert memory
6-tierrecommendation
3Dcut review
Livelineage
Implemented scope08
- Six-tier matching across in-house stock, remnants, and supplier catalogs with objective-based global ranking
- Bundled order matching, manual multi-select, substitute grades, and supplier lead-time context
- Kerf, rotation, machining margin, and multi-piece yield calculations with operator-adjustable settings
- 3D cut direction and reuse/scrap visualization built for fast, decision-first review
- Queued→in progress→complete workflow, inventory occupancy, concurrency protection, and atomic confirmation
- Automatic remnant IDs, versioned material lineage, loss history, barcodes, and printable work orders
- CSV/XLS and ERP-screen ingestion, multi-user freshness, reverse matching, and privacy-safe exports
- Completion email, supplier administration, runtime matching controls, and federated operational summaries
CASE 02
Component materials · orders/revenue
One flow from order to collection
Bottleneck found in interviews and samples
Different channels, 271 color codes, customer-specific pricing
30+orders/day
271color codes
Onesales ledger
Implemented scope08
- Multi-channel text, image, PDF, and verbal-order parsing with deterministic logic first and AI-assisted OCR fallback
- Resolution of 271 colors, legacy codes, learned aliases, specifications, customer pricing, supply, tax, and totals
- Fail-closed low-confidence states, full owner review, and a correction-learning loop instead of invented values
- History differences, duplicate and quantity signals, customer/item search, and a no-record quick-quote lane
- Individual and batch XLSX order lists and invoice drafts, monthly/customer sales rollups, and price audit history
- Unpaid/partial/paid tracking, AR aging, payment terms, and collection-message drafts
- Courier tracking, shipment-message drafts, tax-invoice reconciliation, and photo-based catalog lookup
- Full customer, product, price, vendor, material, and reorder CRUD with responsive desktop/mobile UI and persistent cache
CASE 03
Non-ferrous manufacturing · pricing/ERP
Move prices and orders into MES
Bottleneck found in interviews and samples
Daily LME calculations and purchase-order re-entry
2-stageOCR review
Dailyprice automation
DirectMES posting
Implemented scope08
- Automatic LME PDF extraction for aluminum and copper Cash/3M, settlement, inventory, and first-notice FX
- Approved pricing formulas, monthly averages, holiday/market-close handling, and idempotent collection
- Corrupt-data detection, print/PDF/API outputs, unattended external-board publishing, and failure alerts
- Self-service premium, multiplier, and price parameters with retrospective recalculation
- Mistral OCR→Gemini structuring with vision fallback, preserved corrections, and lossless incomplete-order review
- Korean fuzzy customer/item matching plus dimension/plating-based busbar code resolution
- Real stored-procedure dry-run preflight, safe-field repair, and up to three validation attempts
- Transactional MES posting, unit-weight and standard-price calculation, length rules, new items, and MTR generation
CASE 04
Multi-site operations · finance/reporting
One workspace for settlement and reports
Bottleneck found in interviews and samples
The same figures re-entered across documents and templates
4operating sites
7card formats
D/W/Mreporting
Implemented scope08
- Seven card-statement formats plus accounting-purchase and vendor-ledger reconciliation with reversal and unmatched detection
- Receipt and tax-invoice OCR, side-by-side originals, 1:N evidence mapping, and account-category suggestions
- Existing XLSM/XLSX card settlements, expense lists/forms, card-specific pages, and multi-job consolidation
- Live petty-cash advance/use/balance ledger, monthly settlements, all-site consolidation, and travel rollups
- Daily-to-weekly prefill and monthly ingestion for subcontract, execution, material, rental, labor, vehicle, and PPTX reports
- Missing-data and low-confidence human gates, role-based input/review/approval, audit logs, and soft deletion
- Executive brief PDFs and a CEO KPI dashboard for progress, revenue, cost, and cash signals
- Manual add/edit/delete, approval reversal, date/period corrections, and original preservation driven by field feedback
02The daily grind
More work passes through human handsthan you'd think
Low-stakes tasks you still can't skip. They eat up your team's day.
01
Re-keying sales orders
Orders from KakaoTalk and email get re-entered into ERP forms.
02
Quotes & pricing
Re-calculating every time: customer base price plus today's market rate.
03
Receivables & inventory checks
Credit limits and shipment availability, verified by hand one by one.
Operational signal
Scattered inputs, one operating flow
Connect orders from chat and email with ERP, inventory, shipments, and receivables in their real business context.
03EXAMPLE · EXISTING MES WORKFLOW
Keep the MES.Connect the work around it.
Teeem AI is not a project to replace the MES itself. It connects the manual handoffs around purchase-order review, master-code lookup, entry, and approval through a company-specific workflow app.
People move between documents and the MES
Operators read different order formats, search customer and item masters, re-key the result, and compare it with the source again.
01
Review a different format for every customer
Manual02
Search and re-key customer and item codes
Manual03
Compare the entered result with the source
ManualSTART WITH ONE FLOW
Connect and verify with real samples
Define source formats, master data, unresolved-item rules, approvers, and write boundaries before rollout.
AI prepares the draft. People confirm it.
The app structures the document, matches MES masters, and routes ambiguity to review. Only confirmed fields proceed to dry run and registration.
Document structure Code match Source review
Keep the core system and rules
Technical review defines which workflow, data, credentials, and permissions connect first.
People approve every change
Source comparison, dry run, duplicate protection, and approval gates precede external writes.
Verify one workflow, then grow
Field feedback becomes real-sample acceptance cases, and only reviewed changes are released.
From one purchase order to an MES-ready draftDocument → review → MES
Document structure Code match Source review Review queue Approved registration
04How it's built
In one 30-minute interview,we learn your business and build your agents
Teeem AI maps how your industry and company work, then designs and generates the AI agents you need.
Teeem AI
How do you usually receive orders?
Rep
Customers send them by KakaoTalk or email, and we re-enter them into the ERP.
Teeem AI
What do you base your quote pricing on?
Rep
Each customer's base price, adjusted for that day's LME rate.
Auto-generated work agents04
Auto-document sales orders
Turns KakaoTalk and email orders into ready-to-enter ERP drafts.
Ready
Auto-generate quotes
Drafts pricing from customer base price plus today's market rate.
Ready
Receivables & credit monitoring
Flags credit overruns and shipment holds every day.
Ready
Today's market briefing
Summarizes LME prices and FX moves every morning.
Ready
This isn't a chatbot an admin wires up by hand. As your work grows, new agents keep getting added.
05Knowledge-to-action flow
From scattered information to confident action
Teeem AI does not blindly act. It checks access, gathers company context, surfaces insight, asks for review when needed, and logs the outcome.
Only permissioned workflows connectERP · MES · Docs · DB
01
Ask
A teammate asks for information or work from KakaoTalk or webchat.
02
Verify
Teeem AI checks user, department, and data permissions.
03
Connect
It links the right context from documents, ERP, messages, and history.
04
Discover
It surfaces changes, risks, opportunities, and recommended next steps.
05
Act
When needed, it creates reports, routes approvals, looks up records, or cleans data.
06
Log
Sources, reasoning, recommendations, and action history are recorded.
Shipments MTD14
Inventory flow92%
Ready to ship08
Quality index99.2
01
CEO daily brief
02
Customer risk report
03
Month-end operations pack
06Manufacturing intelligence
Every factory signal becomesone decision flow
Teeem AI reads changes across orders, stock, shipments, quality, and receivables—then prepares the next step.
Find context
Retrieve approved sources from ERP, documents, conversations, and databases.
Discover insight
Surface revenue movement, customer risk, process bottlenecks, and next steps.
Generate output
Create report drafts, tables, summaries, and executive-ready notes in company formats.
Prepare action
Route work through review, approvals, and audit logs before connected systems are changed.
07Industrial data connectors
Connected to the systems operating teams actually run
Teeem AI connects global productivity tools, local business systems, ERP, commerce, and custom databases.
Teeem AIOne company knowledge graph
KakaoTalk · Webchat · Mobile
Ask and review results from the places employees already work.
User · Team · Role
Check source-system access before using data or tools.
ERP · Ecount
Connect accounting, sales, inventory, and customer records.
Google Workspace
Use files, mail, and calendars as grounded work context.
Internal DB · REST API
Connect operating databases and internal APIs without replacing them.
08Security and privacy
Sensitive data is protected before AI work begins
Teeem AI is designed around masking, permission checks, audit logs, and tenant isolation.
PII masking
Sensitive identifiers are protected before AI processing.
Permission-aware actions
Users can only use data and tools they are allowed to access.
Audit logs
Questions, sources, reasoning, and actions are traceable.
Tenant isolation
Logical tenant isolation and dedicated instance options are available.
SSO/OIDC
Enterprise identity and IP allowlists are supported.
Secure deployment
Security-sensitive deployments can be scoped around customer requirements.
01Original request02Sensitive data masked03Permissioned action04Audit trail recorded
Trust layer
Sensitive data stays inside the boundaryOnly masked, permission-checked data becomes AI context.
09Book a 30-min interview
Don't overthink it —talk to the AI for 30 minutes now
We'll hear how your company works and shape your first agents together.
Adoption plan2026
Subscription plan
₩10M / month
Annual subscription- Auto-generated AI agents · webchat included
- Tailored to your workflows
- Scope adjusts to your teams & systems
Workflows needing advanced integrations are scoped separately as an SI Pack.
From first interview to the floor01 — 05
01
Request an interview
Leave a quick request
02
Share company info
Enter your workflow and system details
03
Receive & complete the interview
Run the AI interview via your link
04
Review your results
Get the proposed agent setup
05
Test, then subscribe
Try it yourself, then pay for the service
10FAQ
What founders and security leads ask first
Just the questions teams actually raise first when evaluating Teeem AI.
01What exactly is Teeem AI?＋
A service that automatically builds AI agents for small and midsize manufacturers. A single 30-minute interview generates a dedicated agent that understands your data. From the webchat, it connects to your internal docs and systems to find information and carry approved tasks through — like writing reports or querying your ERP.
02How is this different from using ChatGPT?＋
ChatGPT is closer to a personal tool where one person prompts for answers. Teeem AI is a work layer that factors in your company permissions, data sources, and business context — designed so your whole team builds on the same shared knowledge.
03Can a small business realistically adopt this?＋
Yes. You can start with a small workflow without a dedicated AI team, and connect the messengers, docs, and ERP you already use step by step.
04How are pricing and timeline determined?＋
It depends on team size, the systems you connect, and your security requirements. Validate one or two core workflows in a free trial first, then scale up on a monthly or annual subscription.
05How is sensitive internal data protected?＋
PII masking, role-based access, audit logs, tenant isolation, and SSO/OIDC are built in by design. Users can only access the data and tools they're cleared for.
06Does it reflect our company's documents and context?＋
It accumulates your recurring report formats, approval flows, internal terminology, and decision patterns as business context. The more feedback it gets, the closer its answers and actions come to your way of working.
07Do you support on-premises or air-gapped environments?＋
For finance, public-sector, and healthcare environments with strict security requirements, we can scope on-premises and air-gapped setups. We define the scope alongside your infrastructure during the consultation.
08Does it integrate with our existing ERP, groupware, and messengers?＋
We don't replace your existing systems. Keep your ERP, Google Workspace, M365, CRM, and groupware — Teeem AI connects to help you query and act on them.