Spend hides inside developer workflows
Premium model usage, context growth, retries, cache misses, and tool schemas can turn normal coding sessions into unpredictable cost centers.
Transparent AI gateway for enterprise coding agents
Govern AI coding agents before the spend runs away.
Rispn sits underneath Claude Code, Codex, OpenCode, and compatible clients, preserving the native developer experience while giving organizations a control layer for employee budgets, sub-org limits, model policy, privacy, and large-task decomposition.
Claude Code
Codex CLI
Claude Desktop
OpenCode
Employee budgets
Sub-org limits
OpenAI compatible
Anthropic compatible
Live enterprise path
Developer agent
Rispn policy
Approved model
82K
tokens observed
$41.80
provider-reported selected cost
37%
modeled route opportunity
Spend guardrails
Team limit
$18.5K / mo
Model policy
Frontier gated
Claude
GPT
GLM
Review gate
Large task detected
visible review proposed
- Map files and risk
- Split safe work packets
- Preserve final outcome checks
72%
projected premium-token reduction on decomposable large tasks
0
normal hosted prompt snippets retained by default
1:1
employee, team, and sub-org budget policy model
Outcome numbers are modeled examples for marketing and planning. Rispn labels projected savings as estimates until provider-reported data verifies them.
The enterprise problem
AI coding agents have become a new cloud bill with almost no control plane.
Governance breaks when teams bring their own agents
Claude Code, Codex, desktop clients, local CLIs, and OpenAI-compatible tools all need one policy layer that does not force engineers into a new UI.
Large tasks should be split without losing intent
The hard part is not dividing work. It is preserving objective, constraints, evidence, validation state, and quality at the final merge point.
What Rispn adds
A transparent gateway beneath the agents your developers already use.
Rispn keeps the hot path conservative: native protocol compatibility, pass-through by default, no hidden worker fan-out, and no normal hosted prompt retention. Advanced controls are visible, auditable, and opt-in.
Review the governance model
Core features
Budget controls and decomposition belong in the same gateway.
Rispn is built around two enterprise realities: every user and sub-org needs clear AI spend boundaries, and the largest coding tasks need a smarter path than sending one massive context to a premium model.
Per-employee token and cost limits
Set spend envelopes at the employee level so adoption can scale without turning every agent session into an unbounded expense.
Core Rispn controlPer-sub-org budgets and model policy
Give departments, teams, and business units their own token limits, cost limits, and approved model families.
Core Rispn controlReview-driven task decomposition
Detect large decomposable work, show a visible plan, and preserve outcome quality with evidence, constraints, and final validation gates.
Core Rispn intelligenceLarge-task decomposition
Split the work. Preserve the outcome.
Rispn is designed to recognize high-confidence large tasks, show a reviewable plan, and keep the final result anchored to the same objective, files, constraints, and validation gates.
Unmanaged path
One swollen context
- Every turn carries more historical weight
- Premium model selected for the whole job
- Cache effects and retries are hard to explain
- Finance sees cost after it already happened
Rispn path
Visible decomposition review
- Large candidate detected before upstream spend
- Review card explains proposed work packets
- Policy decides when premium context is justified
- Reports keep projected savings labeled as estimates
Executive spend lens
Model the runaway spend before it lands in finance.
Use the controls to sketch a rough enterprise footprint. The calculator is intentionally illustrative: it helps stakeholders see why governance, routing, employee limits, sub-org budgets, routing, cache awareness, and decomposition belong in the same gateway.
Modeled monthly exposure
$86K
Rispn-modeled avoidable exposure: $31K
Enterprise controls
Built for organizations that need adoption and control at the same time.
Spend limits by employee and sub-org
Define token and cost budgets by user, team, department, or business unit. Put premium models behind clear policy rather than informal habit.
Core Rispn controlModel entitlements
Specify which users can access Claude, GPT, GLM, DeepSeek, Kimi, and other approved model families across provider-native or compatible routes.
Designed for multi-provider estatesSSO, privacy, and audit
Enterprise identity, secure tenant attribution, admin/debug labeling, and hash-only normal hosted prompt records by default.
Secure by defaultNative developer UX
Claude Code, Claude Desktop, Claude CLI, Codex CLI, Codex Desktop, and OpenCode keep their normal workflows while Rispn handles the control layer.
No migration taxCoverage
One gateway vocabulary across agents, providers, and finance.
Rispn is positioned as the neutral layer between fast-moving AI tooling and enterprise operating controls.
Agent surfaces
Claude Code Claude Desktop Claude CLI Codex CLI Codex Desktop OpenCodeModel families
Claude GPT GLM DeepSeek KimiControl surfaces
Budget limits Model allow-lists SSO policy Privacy modes Operator reports Decomposition reviewWhy it stands apart
Rispn optimizes for cost per successful coding outcome, not cheap tokens.
Finance gets causality
Trace spend to org, user, tool, model, route decision, cache state, and review event.
Security gets restraint
Normal hosted traffic avoids retaining exact prompt text or snippets by default.
Engineering keeps flow
The gateway preserves native Claude and Codex UX instead of replacing developers' tools.
For enterprise AI leaders
Make AI coding spend visible, governable, and worth the outcome.
Rispn is for teams ready to move from scattered AI adoption to an accountable gateway strategy.
Talk to Rispn