Brand 1 — Industry Vertical A
RAG ✓ LoRA v2.1
3 tenants active
JS
Generate Content
Brand-grounded · Tenant-isolated · Validator-enforced
Use Case Brand 1
💼 LinkedIn Post
✉️ Email Subject
🎯 PPC Ad Copy
🔍 Meta Description
🤝 CRM Follow-up
📬 Cold Outreach
Brief
65
300
Use RAG
Use LoRA Adapter
Human Review
Output
Awaiting generation
Generated content will appear here. Configure your brief and click Generate.
Retrieved Context
Pipeline Trace —
🔐
Auth & Tenant Scope
JWT validation · tenant_id extraction
—
📋
Context Assembly
Brand persona · ICP · campaign goals
—
🔍
RAG Retrieval
namespace: tenant_brand001 · top-5 chunks
—
🧠
LoRA Adapter Load
adapters/brand_001/lora_v2.1 · Mistral 7B
—
✨
Generation
RAG-grounded · LoRA-styled
—
🛡
Validator
Guardrail scan · brand voice score
—
Tenant Workspaces
Each tenant is fully isolated — separate namespace, adapter, and validator config
Active Tenants
3
+1 this month
Total Outputs
1,847
↑ 34% vs last month
Approval Rate
87%
↑ 12% since LoRA v2
Token Cost / Tenant
$38
avg. this month
Brand 1
Industry Vertical A
Active
842
Outputs generated
89%
Approval rate
v2.1
LoRA adapter
1,240
KB chunks
Isolated · Encrypted · GDPR compliant ns:brand_001
Brand 2
Industry Vertical B
Active
631
Outputs generated
84%
Approval rate
v1.4
LoRA adapter
980
KB chunks
Isolated · Encrypted · GDPR compliant ns:brand_002
Brand 3
Industry Vertical C
Training
374
Outputs generated
79%
Approval rate
v0.8
LoRA adapter
440
KB chunks
Isolated · Adapter training in progress ns:brand_003
Knowledge Base
Brand 1 · 1,240 chunks · Last updated 2h ago
Ingested Documents 12 sources
Document Type Chunks Status Last Updated
📋Brand Voice Guide 2024 VOICE 84 ✓ Active 3 days ago
🎯ICP & Persona Definitions ICP 42 ✓ Active 1 week ago
📊Q2 ABM Campaign Brief CAMPAIGN 31 ✓ Active 2 weeks ago
✉️Top 50 Email Subjects (Q1) PERF 50 ✓ Active 5 days ago
🚫Prohibited Phrases & Compliance GUARD 18 ✓ Active 1 month ago
🔑Keyword Banks — Vertical A SEO 120 ✓ Active 3 days ago
Embedding Space ns:brand_001
1,240 chunks · text-embedding-3-small · 1536-dim
Namespace Isolation
Namespace tenant_brand001
Cross-tenant queries Blocked ✓
Encryption AES-256 ✓
Last security scan 6h ago
Analytics
Quality metrics · Usage · Cost efficiency
Retrieval Precision@3
84%
↑ 6% since RAG tuning
Brand Voice Score
0.83
↑ 0.11 since LoRA v2
Hallucination Rate
2.1%
↓ from 8.4% baseline
Avg Generation Time
1.8s
end-to-end pipeline
Output Volume by Use Case
LinkedIn Posts412
Email Sequences318
PPC Ad Copy241
Meta Descriptions189
CRM Follow-ups154
Cost Efficiency
This Month — All Tenants
$114 1,847 outputs
$0.062 per output avg
TIER 1 (Fast)
$31
Haiku · drafts
TIER 2 (Quality)
$83
Sonnet · final
💡 LoRA SLM at 10+ tenants reduces Tier 2 cost by ~68%
Pipeline Trace
Full observability — every generation request traced end-to-end
Recent Requests
Request ID Tenant Use Case Latency Status
req_8f2a1c Brand 1 LinkedIn Post 1.84s ✓ Passed
req_7d9b3e Brand 2 Email Subject 1.21s ✓ Passed
req_6c8a2f Brand 1 PPC Ad Copy 2.03s ✓ Passed
req_5b7c1d Brand 3 CRM Follow-up 1.67s ⚠ Review
req_4a6b0c Brand 2 Meta Description 0.98s ✓ Passed
Isolation Audit
✓
Namespace cross-contamination — 0 incidents
✓
Adapter isolation — all requests scoped
✓
JWT scoping — enforced on all calls
✓
Audit log integrity — verified
✓ Zero cross-tenant data leakage across 1,847 requests
Fine-Tune Jobs
Per-tenant LoRA adapter training — isolated, versioned, rollback-capable
Total Adapters
7
across 3 tenants
Avg Training Cost
$41
↓ 62% vs full fine-tune
In Progress
1
Brand 3 · v0.9
Avg Adapter Size
48MB
vs 14GB full model
Training Runs Base model: Mistral 7B Instruct · LoRA rank 16
Job ID Tenant Adapter Version Training Pairs Duration Cost Voice Score Status
job_a1f3c2 Brand 1 v2.1 842 38 min $38 0.83 ✓ Active
job_b2e4d1 Brand 1 v2.0 610 29 min $31 0.76 Archived
job_c3g5e8 Brand 2 v1.4 631 34 min $44 0.79 ✓ Active
job_d4h6f9 Brand 2 v1.3 410 22 min $28 0.71 Archived
job_e5i7g2 Brand 3 v0.8 374 19 min $24 0.71 ✓ Active
job_f6j8h3 Brand 3 v0.9 480
~14 min
~$31 — ⟳ Training
Voice Score Improvement by Version
Brand 1 · v2.10.83
Brand 1 · v2.00.76
Brand 2 · v1.40.79
Brand 3 · v0.80.71
💡 Each training run improves voice score as more approved outputs are fed back into the dataset
Adapter Storage
adapters/brand_001/lora_v2.1
48.2 MB · S3 · AES-256
Active
adapters/brand_002/lora_v1.4
46.8 MB · S3 · AES-256
Active
adapters/brand_003/lora_v0.8
44.1 MB · S3 · AES-256
Updating
Total storage 336 MB across 7 versions
Output History
All generated content — review, approve, log back to knowledge base
Total Outputs
1,847
all tenants · all time
Approved
1,607
87% approval rate
Pending Review
34
awaiting sign-off
Logged to KB
1,241
fed back to improve model
Showing 10 of 1,847
Output ID Tenant Use Case Preview Voice Score Validator Status Actions
Connectors
Live data sources powering agent context — CRM, ads, analytics, and more
Connected · 5 active
🟠
HubSpot CRM
Contacts · Deals · Companies · Sequences
Live
847
Contacts
63
In-pipe
18
Stale >14d
🔵
LinkedIn Ads
Campaigns · Ad Sets · Creatives · Audiences
Live
12
Campaigns
2.4%
Avg CTR
3
Low CTR
🔴
Google Ads
Search · Display · Keywords · Quality Score
Live
38
Ad Groups
6.1
Avg QS
9
QS < 5
📊
Google Analytics 4
Sessions · Conversions · Top Pages · Events
Live
14.2k
Sessions/mo
3.8%
Conv Rate
47%
Bounce Rate
🚀
Apollo.io
Prospect lists · Intent signals · Firmographics
Live
2,140
Prospects
34
High Intent
8
ABM Targets
Available to connect
📧
Mailchimp
Email campaigns
Soon
🎯
Madison Logic
ABM display
Soon
📌
Salesforce
Enterprise CRM
Soon
💬
Slack
Team notifications
Soon
📅
Google Calendar
Meeting context
Soon
📋
Notion
Content calendar
Soon
🔗
Clay
Prospect enrichment
Soon
📬
Outreach.io
Sales sequences
Soon
Agent Runs
Claude-orchestrated workflows — pulling live connector data, generating brand content, logging outputs
Run History Last 7 days
Run ID Agent Tenant Connector(s) Outputs Duration Status
run_a1f3 CRM Follow-up Brand 1 🟠 HubSpot 18 emails 2m 14s ✓ Complete
run_b2e9 ABM Display Campaign Brand 2 🚀 Apollo · 🔵 LinkedIn 8 account briefs 3m 42s ✓ Complete
run_c3g2 PPC Ad Refresh Brand 1 🔴 Google Ads 9 ad groups 1m 58s ✓ Complete
run_d4h7 SEO Meta Refresh Brand 3 📊 GA4 12 pages 1m 22s ⏳ Review
run_e5i1 LinkedIn Calendar Brand 2 🟠 HubSpot · 🔵 LinkedIn 10 posts 2m 31s ✓ Complete
Action completed