Spend over time
Operations / October 1, 2026
AI utilization
Cost, tokens, reliability, and local compute in one view.
Representative workspace. Import your first usage file to replace this sample data automatically.
$8.58
30d across all providers
2.43M
1.93M input · 497.04K output
92
95.8% success rate
13.3s
96 normalized records
Monthly control
Budget
Projected month-end
$0.00Projection uses your current month-to-date run rate.
Model economics
Highest spend
Data quality
Attention
5 events lack workflow labelsWorkflow labels improve cost attribution and client reporting.
One question · checked evidence · separate review
Diagnostic Team
Brief sets the scope. Meter checks costs. A researcher extracts evidence, a separate review pass challenges it, and Brief prepares the decision packet.
One workflow, up to three providers/models. Three model calls maximum; 1,800 output tokens per call maximum. No automatic retries or external actions. Review uses a fresh context but may use the same model. It is not a human reviewer.
Sign in to run the model team. Input checks work without sign-in.
Model-team execution is not enabled on this server. The input checker and downloadable baseline are available; runtime activation is still pending.
Keep this page open during a run. The assembled packet is not saved automatically; individual authenticated stage receipts use the existing run ledger. Download the packet before leaving.
Start with a deliverable
Revenue workflows
Prepare a report you can review, demonstrate and use in a scoped client engagement.
Prepare the measured cost baseline for a $750 founding diagnostic. The full engagement also needs quality testing and a findings walkthrough.
These workflows use calculation and matching rules in your browser. Inputs are not uploaded or saved. Download the report before leaving.
$750 diagnostic delivery packet
One workflow, one reporting period, up to 100 usage rows and 10–50 human-scored quality cases. Target delivery: five business days after complete inputs and scope acceptance. Includes a findings walkthrough and one factual correction round.
Use the usage CSV above. Add evidence from a real review below; a model cannot approve its own findings. Inputs stay in this browser and clear when you leave.
Business connections
Check connection status to see which accounts still need setup.
Local GPU + cloud review workspace
Document workbench
Extract invoice fields and find relevant passages. Review the evidence and price the delivery work.
Run approved text on your computer. On the hosted site, open a local result for review; imported content stays in browser memory. Export before leaving. Search scores rank similarity, not correctness.
Prepare a local batch
Start the supplied local GPU launcher, then open this section there. Use 1–10 documents, each at most 1,800 characters, and 1–5 questions. Text only; PDFs and images need separate approved text extraction. Changing synthetic to false does not grant data-processing permission.
Quote and delivery economics
Editable planning assumptions, not measured profit. Include review, rework, sales time, cloud fees, equipment allocation and other costs. GPU electricity is only one small part of delivery cost.
Estimated delivery cost: $275.00 · Contribution after valued owner time: $475.00 · Margin: 63.3%
GPU-run electricity estimate: $0.00000 — load a result to include run duration. Hosting subscriptions and standby energy must be allocated separately. No cloud-versus-local savings claim is made without equivalent quality and workload evidence.
Agent workspace
Command center
People, agents, tasks, approvals, channels, and computers in one customer-isolated workspace.
Choose the next revenue-producing action
A one-page decision brief with three ranked actions, a stop list, and a handoff.
Bring these inputs
- Current offer
- Evidence of buyer interest
- Available time and budget
What good looks like
- Rank by time to buyer evidence, effort, and cost—not excitement.
- No invented commitments, owners, dates, or revenue.
- Choose one measurable next milestone and a stop condition.
Examples need no customer data. Clear the task field to load one. Connections are not implied; these runs use only supplied material and return drafts.
No email, CRM, ticket, calendar, payment, or phone action can execute in this pilot.
MeterBuild a defensible AI cost diagnostic
not connectedBriefChoose the next revenue-producing action
not connectedScoutTurn one warm introduction into a discovery brief
not connectedRelayPrepare a support answer a human can trust
not connectedSignalTurn verified work into a buyer-ready proof pack
not connectedIntakeMake a messy document reviewable
not connectedPulseMake the weekly customer call worth attending
not connectedFoundryScope a custom agent before anyone builds it
not connectedCarePrepPrepare an administrative care-call packet
not connectedFlowReconcile conflicting records without losing evidence
not connectedProduct catalog
Forge Agents
Customizable role agents with secure defaults, approval gates, and portable deployment packages.
Cost & Operations Agent
Meter
Audits usage, finds waste, compares routing choices, and drafts an evidence-backed optimization brief.
Sales Qualification Agent
Scout
Researches opted-in prospects, scores fit, drafts personalized follow-up, and prepares a CRM handoff.
Customer Support Agent
Relay
Classifies requests, retrieves approved knowledge, drafts grounded answers, and escalates risk or uncertainty.
Chief of Staff Agent
Brief
Builds a daily brief, prepares meetings, extracts commitments, and tracks open decisions without sending on its own.
Content Repurposing Agent
Signal
Transforms one source into channel-specific drafts while preserving voice, claims, and attribution.
Document Operations Agent
Intake
Extracts structured fields, validates required information, identifies exceptions, and prepares a review packet.
Customer Success & Retention Agent
Pulse
Prepares the weekly customer call, surfaces adoption and unresolved issues, tracks commitments, flags retention risk, and drafts the human-led follow-up.
Agent Solutions Architect
Foundry
Guides discovery, selects or adapts a template, proposes tools and approvals, generates evaluation cases, and prepares a deployment package for human review.
Care Management Preparation Agent
CarePrep
Builds a cited pre-call brief from approved member, claims, care-plan, and program data; highlights gaps and questions; and routes the brief to a licensed human for review.
Data Automation Agent
Flow
Ingests documents and tables, maps fields to a customer schema, reconciles conflicts, and routes exceptions with full provenance.
Normalized ledger
Recent activity
| Time | Provider / model | Workflow | Tokens | Latency | Cost | Status |
|---|---|---|---|---|---|---|
| Yesterday 11:07 PM | Googlegemini-flash | Document extraction | 18.59K | 8.4s | $0.17 | success |
| Yesterday 6:05 PM | OpenAIgpt-5.4 | Unassigned | 18.15K | 16.9s | $0.10 | failed |
| Yesterday 11:39 AM | Ollamaqwen2.5:7b | Local quality gate | 12.99K | 5.0s | $0.00 | success |
| Yesterday 9:21 AM | Anthropicclaude-sonnet | Proposal critique | 37.52K | 11.2s | $0.12 | success |
| Yesterday 3:14 AM | Googlegemini-flash | Document extraction | 38.52K | 5.1s | $0.14 | success |
| Sep 29 8:07 PM | OpenAIgpt-5.4 | Architecture review | 9.85K | 4.9s | $0.11 | success |
| Sep 29 4:05 PM | OpenAIgpt-5.4-mini | Routing experiment | 24.65K | 19.6s | $0.05 | success |
| Sep 29 2:47 PM | Anthropicclaude-sonnet | Proposal critique | 38.66K | 23.2s | $0.14 | success |
| Sep 29 10:20 AM | OpenAIgpt-5.4 | Architecture review | 10.06K | 3.9s | $0.06 | success |
| Sep 29 3:33 AM | OpenAIgpt-5.4-mini | Routing experiment | 30.71K | 21.1s | $0.04 | success |
| Sep 28 5:35 PM | Anthropicclaude-sonnet | Proposal critique | 10.51K | 23.4s | $0.05 | success |
| Sep 28 5:33 PM | Ollamaqwen2.5:7b | Local quality gate | 41.17K | 13.0s | $0.00 | success |
| Sep 28 12:15 AM | Googlegemini-flash | Document extraction | 34.7K | 10.0s | $0.20 | success |
| Sep 27 5:42 PM | OpenAIgpt-5.4 | Architecture review | 7.91K | 19.7s | $0.04 | success |
| Sep 27 10:40 AM | OpenAIgpt-5.4-mini | Routing experiment | 21.62K | 23.0s | $0.05 | success |
| Sep 27 7:48 AM | Ollamaqwen2.5:7b | Local quality gate | 18.62K | 3.9s | $0.00 | success |
| Sep 27 3:25 AM | Ollamaqwen2.5:7b | Local quality gate | 38.89K | 11.0s | $0.00 | success |
| Sep 27 1:20 AM | Googlegemini-flash | Document extraction | 14.64K | 17.7s | $0.15 | success |
| Sep 26 9:10 PM | Anthropicclaude-sonnet | Proposal critique | 36.59K | 11.9s | $0.17 | success |
| Sep 26 7:57 PM | OpenAIgpt-5.4-mini | Routing experiment | 16.09K | 10.0s | $0.05 | success |