2026 Roadmap

From LLM gateway to AI control plane.

One seam between your org and every AI capability. Shipping in quarterly drops — here's what's landing when.

shipped in progress planned
01 Q4 2025
The foundation
shipped

Advanced Guardrails

Pluggable guardrails with pre-call, post-call, during-call, and logging-only modes.

  • Presidio PII detection
  • Four execution modes
  • YAML configuration
  • Per-guardrail metrics
02 Q1 2026
MCP foundation
in progress

MCP Gateway (alpha)

Turn pLLM into the control plane for every MCP server in the org.

  • Server registry with manifests
  • Per-tool allow-listing
  • Health checks & circuit breakers
  • Version pinning & blue/green
03 Q2 2026
Identity & registry
in progress

AD / Entra Governance

Native AD / Entra / Okta group sync. Policy-as-code driven by existing identity.

  • Group sync (AD, Entra, Okta)
  • Model & MCP allow-lists
  • Per-group budgets & quotas
  • SIEM-ready audit streaming
planned

Agent Registry

First-class agent artifacts with bound tools, guardrails, models, and AD scope.

  • Agent manifests (YAML)
  • Bound MCP tools
  • Canary & weighted rollout
  • Per-agent cost attribution
04 Q3 2026
GA & polish
planned

Skills & Prompt Registry

Versioned skills and prompt templates with rollout controls and evals.

  • Semver prompt versioning
  • Skill packs with intent triggers
  • Built-in eval harness
  • A/B tests across versions
planned

MCP Gateway (GA)

Production-grade MCP control plane with sandboxed runtime and SLAs.

  • Sandboxed MCP runtime
  • Multi-tenant isolation
  • MCP-to-MCP composition
  • Pre-built connector marketplace
planned

Guardrails 2.0

Self-hostable classifiers, custom DSL, closed-loop eval from incidents.

  • Custom guardrail DSL
  • Fine-tuned on-prem classifiers
  • Incident → rule feedback loop
  • Per-agent guardrail bindings
05 Q4 2026
Observability
planned

Cost Center & Observability

Unified OpenTelemetry traces, per-group cost rollups, chargeback exports.

  • OTel traces across the stack
  • Per-group & per-agent cost
  • Chargeback exports
  • Anomaly detection on spend

Shape this roadmap.

Vote on features, file requests, or propose a new capability. The roadmap is driven by what our users actually need.