What is PromptKing?
PromptKing tracks, optimises, and governs enterprise AI subscription spend across Claude, GitHub Copilot, Google Gemini, AWS Bedrock, and IBM Watsonx — in a single dashboard. It is purpose-built AI FinOps for the seat-level, subscription-native spend that infrastructure cost tools aren't built to see.
As an AI FinOps platform, PromptKing applies financial operations discipline to AI seat licences, token consumption, and compliance risk — giving finance, IT, and the board one system to see, govern, and recover AI spend. AI FinOps is the category; PromptKing is the subscription-native control layer within it.
COMPETITIVE POSITIONING · MAY 2026
Amnic ranks #1 for cloud infrastructure FinOps — and rightfully so. But their AI module covers Bedrock only and has no concept of ghost seats or subscription plan tiers. PromptKing answers the question infra tools aren't built to answer: which of your AI subscription seats are wasting budget right now.
$210,000
recoverable per year for a 500-seat org at 35% ghost rate
Industry average ghost rate: 35%. The 90-day target: 0% ghost rate.
90 sec
time to flag a ghost seat after connector sync
0 clicks
to generate the CFO Red Report
THE CONFIDENCE LAYER
Every AI FinOps platform shows a green “Connected” badge when an API key validates. That badge tells you the pipe works. It tells you nothing about what kind of truth flows through it. Anthropic exposes authoritative billing. Google Gemini exposes behavioral intelligence — but not per-user billing. IBM Watsonx exposes estimated economics from token counts. PromptKing grades every connector A through D and propagates that grade into every derived metric — so a CFO always knows how much to trust the number they're looking at.
Grade A–D
every connector rated by data quality, not just connectivity
5 conditions
for board-ready certification on any metric
48h
freshness threshold — stale data labeled automatically
Six questions your current AI FinOps tool probably cannot answer:
Vendors expose cost. PromptKing exposes confidence.
ZERO PROMPT VISIBILITY
The question your legal team will ask about any AI governance platform: “Does it need to see our prompts to work?”
Prompt-level attribution is granular but privacy-invasive. It requires reading prompt content to tag costs — which means storing, processing, and potentially exposing the intellectual property inside your prompts.
Session-level attribution maps cost and behavior to business workflows: a session is a use case, a task, a decision. It is the unit your compliance team needs for Article 26 evidence. It is the unit your CFO needs for ROI reporting. It is the unit your IT Director needs for rightsizing decisions.
PromptKing measures AI performance without ever reading AI content. That is not a trade-off. It is a new category.
STACK POSITIONING
PromptKing is not a replacement for Purview, Vantage, Cloudability, or LangSmith. It is a layer those tools cannot reach.
Microsoft Purview governs Microsoft AI. PromptKing governs everything else.
Vantage and Cloudability manage cloud infrastructure spend. PromptKing manages AI subscription intelligence. Both export FOCUS 1.4 conformant data — they are designed to coexist.
LangSmith and OpenTelemetry provide developer observability at the prompt level. PromptKing provides executive and compliance intelligence at the session and outcome level.
The question that positions PromptKing correctly in every enterprise conversation: “What governs the AI tools that Purview, Vantage, and LangSmith cannot see?”
That is where PromptKing operates.
Read: Purview governs your Microsoft AI. PromptKing governs everything else →
THE NORMALIZATION LAYER
Anthropic bills per million tokens. GitHub Copilot bills in AI Credits with a 27× model multiplier. IBM Watsonx bills in Resource Units. Microsoft bills flat per seat. None of them speak the same language. PromptKing normalizes all four into a single per-seat-per-day USD metric — the only number that tells you whether your AI spend is working or wasting.
4 billing architectures
unified to 1 metric
27×
GitHub Copilot Opus 4.7 multiplier — tracked
June 15
programmatic billing split — monitored live
How we compare
Amnic owns the cloud infra budget. PromptKing owns the AI subscription budget. Different line items, different buyer — and often the same enterprise needs both.
| Capability | PromptKing | AmnicRanked #1 cloud FinOps | Vantage | Finout |
|---|---|---|---|---|
| What it tracks | ✓AI subscription seats — per user, per vendor, per plan tier | —Cloud infra spend — AWS/Azure/GCP/K8s (AI module: Bedrock only, others rolling out)Different lane | —API token costs — engineer-queryable via MCP | —Aggregated enterprise bill — virtual tagging layer |
| Ghost Seat detection | ✓Native — flags inactive licences within 90 seconds of sync | —Not available — no subscription seat identity layer | —Not available — no user identity layer | —Not available — cost aggregation only |
| AI subscription plan intelligence | ✓Claude Max 5× vs Pro, GitHub Copilot Business vs Enterprise — tracked natively | —Not available — infra-native, no per-seat subscription tier tracking | —Not available — API billing only, no plan tier data | —Not available — no seat-level plans |
| June 2026 billing change alerts | ✓GitHub Credits 27× multiplier + Anthropic June 15 split — native and pre-wired | —Not available — billing event coverage limited to cloud infra changes | —Cost anomaly alerts — not pre-wired to vendor billing events | —Anomaly detection inbox — reactive, not proactive |
| AI unit economics (cost per task) | ✓Cost per active seat per day, cost efficiency score per team, recoverable budget by dept | —Partial — cost per inference for infra workloads; no per-seat subscription analyticsInfra-focused | —Not available | —Not available |
| Remediation | ✓One-click Accept in the viewport — audit log auto-generated | —AI agents suggest actions on infra resources — no AI subscription remediation | —Alert delivered — action taken elsewhere | —Alert inbox — no in-product action layer |
| xAI Grok — SuperGrok seat tracking + tool call cost | ✓SuperGrok, Grok Business, Management API billing — X Search tool calls tracked separately from tokens | —Not available — no Grok subscription or tool-call cost layer | —Not available — API tokens only, no SuperGrok seat intelligence | —Not available — no xAI Grok seat-level plans or tool-call line items |
| Vendor coverage | ✓Claude, Copilot, GitHub Copilot, Gemini, Bedrock, Watsonx, xAI Grok | —AWS, Azure, GCP, Oracle, Alibaba, K8s — AI: Bedrock (OpenAI/Anthropic pending) | —OpenAI, Anthropic API, Databricks — no subscription plans | —OpenAI, Anthropic, AWS, Vertex — no seat-level plans |
| EU AI Act Annex III classification | ✓Annex III auto-classifier + audit-ready PDF — Aug 2 deadline | —Not available — zero regulatory intelligence | —Not available | —Not available |
| Time to first insight | ✓Under 48 hours — connect one vendor, see your data immediately | —14-day audit, read-only — scoped to cloud infra, not AI subscription seats | —2–5 days — API key setup + dashboard config | —4–8 weeks — enterprise procurement + onboarding |
| FinOps Foundation — Executive Strategy Alignment2026 Framework | ✓Native — Red Report, Customer Health Scoring, C-suite export | —Partial — strong for cloud infra, no AI subscription governance layer | —Partial — cost visibility only, no business outcome mapping | —Partial — MegaBill aggregation, no executive narrative layer |
| Pricing — AI-specific features | ✓Contact us for pricing — full AI subscription intelligence included | —Separate AI module pricing — cloud infra focus, limited AI subscription coverage | —API token visibility only — no AI subscription tier coverage | —~1% of spend — cost scales against you as AI budgets grow |
| Sales cycle | ✓14-day self-serve pilot → same-week close | —Demo required — custom enterprise contract scoped to cloud spend | —2–4 weeks demo + procurement | —6–12 weeks enterprise procurement |
The Infra Intelligence Layer (Amnic)
Amnic's Radix engine links every deploy to its downstream cost impact. Powerful for cloud infra teams. Their AI Token Management module currently covers Bedrock only — OpenAI and Anthropic are still rolling out. Zero ghost seat detection, zero subscription plan tier tracking.
PromptKing is the subscription-native layer alongside it.
The Engineering Layer (Vantage)
Vantage's MCP Server lets engineers query token costs from their IDE. Powerful for API spend visibility. Zero coverage of who holds the licences, who's active, and who left the company three months ago.
PromptKing closes the people gap.
The FinOps Foundation Mandate
The FinOps Foundation's updated framework mandates 'Executive Strategy Alignment' — connecting AI asset tracking to business outcomes and C-suite risk profiles. Our Red Report, Health Scoring, and EU AI Act module fulfill this natively.
Read the FinOps Foundation framework →What the first 60 days are designed to deliver
Modeled on our demo environment:
8 vendors, 1 dashboard — connected in an afternoon.
Found $420/month in recoverable budget in the first sync.
CFO sees the Red Report Monday morning. Calls by noon.
Design target: ghost rate to under 5% in 60 days.
No enterprise contract. No 6-week onboarding. Connect your Anthropic Console or Microsoft Admin Centre and your first insight is live before your next standup.
SOC2 Type II in progress (Q4 2026) · PIPEDA compliant · Canadian data residency · Every engagement starts with a conversation
Already using Apptio, ServiceNow, or Finout?
PromptKing integrates with your existing FinOps stack — it doesn't replace it.
FOCUS 1.4 export live · No custom ETL required