Contracts are fragmented.
Teams sign separate provider deals, juggle different rate cards, and still hard-code provider SDKs into the product.
B2B AI procurement and governance
TokenBridge sits between your apps and every model provider so engineering can ship faster, finance can forecast spend, and security can enforce policy from one control plane.
incoming request
Market signal
AI gateways have become the enterprise control layer for access, policy, observability, and model mediation.
The wedge
Teams sign separate provider deals, juggle different rate cards, and still hard-code provider SDKs into the product.
Usage spikes, prompt changes, and premium model defaults turn AI features into a moving COGS line.
Security teams inherit shadow AI usage without PII policy, region pinning, model allow-lists, or audit evidence.
The larger the AI roadmap gets, the more every SaaS company needs neutral routing, observability, and procurement leverage outside the model providers themselves.
The platform
TokenBridge replaces direct provider calls with a neutral API that routes, governs, caches, observes, and reconciles every request.
Task class, quality tier, latency SLA, region, and allow-list rules feed a routing decision on every call.
Exact and vector cache reduce repeated token spend while keeping regulated customers tenant-scoped by default.
Rust/WASM policies check requests before provider calls and create evidence for finance, security, and legal.
Engineering gets traces. Finance gets allocation. Procurement gets a rate-card view of every provider.
Circuit breakers move traffic to the next compliant model when latency or error rates cross the line.
Architecture
Savings model
Slide the routing and cache rates to see how much of today's token spend could come off. Routing savings come off first, then cache savings apply to what's left.
Buyer narrative
TokenBridge is a wedge into engineering, finance, security, and procurement because each group already feels the AI scaling pain differently.
Engineering gets an OpenAI-compatible API, provider failover, latency-aware routing, and cost attribution by feature.
Finance sees baseline spend, negotiated provider pricing, verified savings, and usage allocation by team, product, and customer.
Security and compliance teams get zero-retention mode, regional pinning, PII redaction, model allow-lists, and append-only audit evidence.
Go-to-market
Clickable dashboard, 3 provider adapters, shadow-routing demo, initial savings model.
10 mid-market SaaS design partners, live traffic, billing, SSO, and POC playbook.
SOC2 in progress, semantic cache, 8 providers, and CFO-ready spend reconciliation.
Public launch, provider marketplace, audit exports, and enterprise sales motion.
FAQ
For most teams, TokenBridge starts as an OpenAI-compatible base URL swap plus metadata headers for task class, quality tier, region, and budget scope.
Routes are constrained by task-specific quality thresholds, latency SLAs, region rules, allow-lists, and customer feedback signals before cost is optimized.
TokenBridge compares pre-optimization list-price baseline spend against routed, cached, and negotiated provider costs.
Policy runs before provider calls. Regulated tenants can use zero-retention mode, no cross-tenant cache, PII redaction, regional pinning, and audit exports.
Clickable prototype
Open the app to try the router lab, policies, provider switches, the audit log and savings reconciliation. Everything in it is made up.