> platform / Dashboard
> Notifications
01 // Overview

Dashboard

Real-time platform metrics and activity

Total Inference Requests
0
↑ 23% from last week
Avg Latency P50
38ms
↓ 12ms improvement
GPU Utilization
87%
Active Models
0
+3 this month
Inference Throughput (24h) Live
Cost per 1M Tokens (₹) Benchmark
> Recent Activity
Timestamp Action Model Region Latency Status
19 Jul 01:57:42 IST Inference vajra-bfsi-8b in-mum-1 138ms ✓ Complete
19 Jul 01:57:38 IST Inference sarvam-2b in-mum-1 42ms ✓ Complete
19 Jul 01:56:55 IST Fine-tune llama-3.1-8b in-noi-1 — Running
19 Jul 01:55:10 IST Inference vajra-kyc-slm in-mum-1 28ms ✓ Complete
19 Jul 01:54:33 IST KYC Analysis vajra-bfsi-8b in-mum-1 156ms ✓ Complete
19 Jul 01:52:19 IST Batch Embed bge-m3 in-noi-1 220ms ✓ Complete
19 Jul 01:50:01 IST Fraud Check vajra-bfsi-8b in-mum-1 89ms ✓ Complete
02 // Inference

Inference Playground

Test models with sovereign compliance in real-time

> API Request
POST /v1/chat/completions { "model": "vajra-bfsi-8b", "messages": [{ "role": "user", "content": "Analyze this KYC document. Extract: customer name, PAN, Aadhaar (redacted), risk category, missing documents.\n\nName: Rajesh Kumar\nPAN: ABCPK1234J\nAadhaar: 9876-5432-1234\nBank: HDFC Current A/C" }], "region": "in-mum-1", "compliance": "rbi-2026", "response_format": { "type": "json_object" } }
> Response
> Waiting for request...
> Live Metrics Live
Requests/sec
482
P95 Latency
142ms
Tokens/sec
52.4K
PII Detected
0
> Active Endpoints
EndpointModelStatus
ep-bfsi-prod-01 vajra-bfsi-8b Active
ep-kyc-prod-01 vajra-kyc-slm Active
ep-embed-prod-01 bge-m3 Active
ep-llama-staging llama-3.1-70b Scaling
> Compliance Status
✅ Data Sovereignty: ENFORCED
✅ PII Redaction: ACTIVE
✅ Audit Logging: ENABLED
✅ RBI MRMF: COMPLIANT
03 // Training

Training Jobs

Manage fine-tuning and training workflows

Job ID Base Model Dataset Status Progress GPU Region Cost
trn_0x7a3f llama-3.1-8b bfsi-kyc-v3 (12K samples) Running
67.0% 		H100 × 4 in-noi-1 ₹4,280
trn_0x6b2e mistral-7b fraud-detection-v2 (8K) Running
34.0% 		A100 × 2 in-mum-1 ₹1,840
trn_0x5c1d sarvam-2b hindi-banking-faq (25K) Queued
0% 		TPU v5e × 8 in-noi-1 —
trn_0x4f0c llama-3.1-8b credit-risk-v1 (18K) ✓ Done
100% 		H100 × 4 in-mum-1 ₹6,120
trn_0x3e9b qwen-2.5-7b insurance-claims (5K) ✗ Failed
42% (OOM) 		A100 × 1 in-noi-1 ₹890
04 // Models

Model Registry

Deploy, fine-tune, and manage sovereign AI models

vajra-bfsi-8b
v2.1 · Custom
LLM
Params 8B
Context 32K
Latency P50 38ms
₹/1M tokens ₹320
🇮🇳 Mumbai · Noida
llama-3.1-70b
v3.1 · Meta
LLM
Params 70B
Context 128K
Latency P50 125ms
₹/1M tokens ₹680
🇮🇳 Mumbai · Noida · 🇸🇬 Singapore
mistral-large-2
v2.0 · Mistral AI
LLM
Params 123B
Context 128K
Latency P50 180ms
₹/1M tokens ₹920
🇮🇳 Mumbai
qwen-2.5-72b
v2.5 · Alibaba
LLM
Params 72B
Context 128K
Latency P50 135ms
₹/1M tokens ₹720
🇮🇳 Mumbai · Noida
sarvam-2b
v1.0 · Sarvam AI
SLM
Params 2B
Context 8K
Latency P50 12ms
₹/1M tokens ₹80
🇮🇳 Mumbai · Noida · 22 Indic Languages
vajra-kyc-slm
v1.2 · Custom
SLM
Params 1.5B
Context 4K
Latency P50 8ms
₹/1M tokens ₹40
🇮🇳 Mumbai · KYC-Optimized
bge-m3
v1.5 · BAAI
Embed
Params 568M
Dims 1024
Latency P50 6ms
₹/1M tokens ₹15
🇮🇳 Mumbai · Noida
llava-1.6-34b
v1.6 · LLaVA
Vision
Params 34B
Context 4K + Img
Latency P50 320ms
₹/1M tokens ₹1,200
🇮🇳 Mumbai
deepseek-coder-v2
v2.0 · DeepSeek
Code
Params 236B MoE
Context 128K
Latency P50 95ms
₹/1M tokens ₹280
🇮🇳 Mumbai · Noida
> Playground
[system] Welcome to Foundry Infra AI Playground. You are connected to vajra-bfsi-8b in region in-mum-1. Sovereign mode is active — all data stays within Indian borders. Type a query below to begin.
✅ Sovereign 🔒 RBI MRMF Compliant Ctrl+K to focus
>
06 // Sovereign

Compliance Dashboard

Regulatory compliance status and audit trails

96/100
OVERALL SCORE
RBI MRMF 2026
Model Risk Management Framework — Board oversight, explainability, kill-switches
✓ Compliant Last audit: 2h ago
SEBI AI/ML 2024
Algorithmic trading & AI governance — audit trails, model registration
✓ Compliant Last audit: 6h ago
DPDP Act 2023
Digital Personal Data Protection — consent, data localization, PII safeguards
✓ Compliant Enforcement: May 2027
IRDAI AI Guidelines
Insurance AI governance — fairness, transparency in claims processing
⚠ Action Required 1 pending item
> Audit Trail
Audit ID Timestamp Action Model PII Detected Region Compliance
aud_9f8e7d 19 Jul 01:57:42 IST KYC Analysis vajra-bfsi-8b 2 redacted in-mum-1 PASS
aud_8c7b6a 19 Jul 01:55:10 IST Credit Scoring vajra-bfsi-8b 1 redacted in-mum-1 PASS
aud_7a6b5c 19 Jul 01:52:19 IST Document Embed bge-m3 0 in-noi-1 PASS
aud_6b5c4d 19 Jul 01:50:01 IST Fraud Detection vajra-bfsi-8b 3 redacted in-mum-1 PASS
aud_5c4d3e 19 Jul 01:47:33 IST Policy Query sarvam-2b 0 in-mum-1 PASS
Total PII Detected (24h)
1,247
Auto-Redacted
1,247
100% coverage
Aadhaar Detected
482
PAN Detected
765
07 // Infrastructure

Sovereign Regions

Data residency and compute deployment regions

🇮🇳 India — Mumbai
in-mum-1
Active
128
GPUs
9
Models
2ms
Ping
Provider: Yotta / E2E Networks
Silicon: H100, A100, TPU v5e
Compliance: RBI, SEBI, DPDP ✅
🇮🇳 India — Noida
in-noi-1
Active
64
GPUs
6
Models
5ms
Ping
Provider: Yotta D2 Facility
Silicon: H100, B200 (Blackwell)
Compliance: RBI, SEBI, DPDP ✅
🇸🇬 Singapore
sg-sin-1
Coming Soon
—
GPUs
—
Models
~45ms
Ping
Target: Q4 2026
MAS-compliant infrastructure
🇦🇪 Dubai
ae-dxb-1
Planned
—
GPUs
—
Models
~65ms
Ping
Target: Q2 2027
UAE CBUAE / DIFC compliant