POS 000.0 / SCROLL 0%
VP 0.50 / 0.46 · GRID LIVE
FPS 60 · GRAIN ON
YS
INITIALIZING SYSTEM
PN: YS-2403-AX9 · DO NOT REMOVE DURING OPERATION BATCH: 07/2026-A1 · TOL: ±0.02MM SN: 002194-C · MAT: KRENG·JAI
A/BO/UT YOURSTART YOURSTART
// Knowledge layer

We introduce DonRAG

DONRAG · LIVE INDEX
DEPTH: 3D · ROT: AUTO
クラスター
What is DonRAG

An adaptive vector GraphRAG system.

A RAG system — Retrieval-Augmented Generation — connects an AI model to your own knowledge. It retrieves the right facts from your documents first, then answers grounded in them — with sources. DonRAG adds a knowledge-graph layer, so it grasps how everything connects, not just keyword similarity.

  • Grounded & cited — every answer traces back to a real source. No hallucinations.
  • Graph-aware — understands how documents, people and decisions relate.
  • Always fresh — re-indexes the instant your knowledge changes.
  • Less busywork — fewer support tickets, faster onboarding, instant answers.
Support copilots · Internal search · Docs Q&A · Research
NODES: EDGES: CLUSTERS: 14 STATUS: SYNCED
[ LIVE MODEL ]

Your knowledge base,
building in real time.

Every button press ingests a real source. Watch nodes, edges and clusters grow until your RAG knows everything your team knows — then ask it anything and get answers with citations, not guesses.

Press a button to start →
Click any suggestion below,
or tap a node in the graph.
 Your RAG is live — drag to explore · tap any node
// Database compiled
Your RAG is live
40 sources indexed · explore the graph
SALES OPS
Question
System answer
[ 01 ]INGEST

Team's corporate memory

Drop in onboarding, regs, notes, transcripts — then ask "how do we do X here?" and get an answer that links back to the exact pages.

[ 04 ]TUNE

Tune it to yourself

From Settings, reshape answer tone and format (Reader prompt), page style (Writer prompt) and the models — no redeploy, no developer.

// What we've built

YourStart.app

5-tab nav · Home / Lessons / Chat / Class / Profile
LIVE
AI tutor (Gemini-backed) · daily cap
LIVE
Class code · activation + redemption
LIVE
Homework engine · create / submit / grade
LIVE
Streak engine · evening check + push
LIVE
Daily chest open + rewards rotation
LIVE
Weekly class leaderboard
LIVE
Voice tutor · push-to-talk + transcript
QA
Paywall journey · PDPA consent
PLANNED
Annual Wrapped · December takeover
PLANNED
ORCHESTRA v2.0
Open in GitHub
ORCHESTRA v2.0
COST PER RUN
▬ ORCHESTRA ▬ PURE OPUS
$8 $4 $2 $0 850 lines 2000 lines $7.31 $1.16 $0.81 $1.96
COST / RUN ▬ ORCHESTRA WINS
$7.31
$3.21
BEST $1.96
PURE OPUS
100 ✓
PONYTAIL
76 ✓
ORCHESTRA
88 ✓
×3.7
CHEAPER THAN OPUS
−73%
RUN COST
88/100
TESTS APPROVED
1
PLAN
OPUS
Writes full tech spec and architecture
2
ROUTE
ORCHESTRA
Distributes tasks to executors
3
BUILD
MIMO GEMINI
Implement code and generate content
4
REVIEW
OPUS
Checks quality. Approves or loops back.
↺ If not approved — routes back to step 3 until all tests pass
// Pricing

Pricing

MOST CHOSEN
OCHESTRA &
YOURSTART.APP
฿7/mo
  • Everything in Free
Support
INTEGRATION
ENTERPRISE
Let's talk
  • DonRAG Integration
  • Custom curriculum
  • Dedicated tutor tuning
  • Service-level agreement
Talk to founders
[ 06 ] — TELL US ABOUT YOUR PROJECT

We can build anything you want. Let's talk.

Our projects show our technical level. Write to us and we'll reply as soon as we can — every request is reviewed individually.

CONTACT US
PN: YS-2483-AX9DO NOT REMOVE DURING OPERATION
BUILD: 12FC4E0REGION: SEA-1
SN: 002194-CLIVE
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that builds trust

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