Imeritas Agent Framework

The model isn't the hard part. Everything around it is.

Who approved it. What it touched. What it cost. What happened when it failed. Every agent in production has to answer the same questions — Imeritas Agent Framework is what answers them.

The state of enterprise AI
88% of organizations use AI in at least one function McKinsey · 2025
74% of companies struggle to scale value from AI BCG · 2024
16% of AI initiatives have reached enterprise scale IBM CEO Study · 2025
01 · The Problem

Demos are easy.
Production is everything else.

The demo starts. The prompt fires. The tool returns. One happy path. The room nods. Then someone asks who approves the action in production, what tools it can actually touch, what happens when it fails, who owns it after launch. The failure pattern isn't the model. It's the operating layer no one built around it.

i.

Every team builds the same plumbing slightly differently.

ii.

The same approval question gets asked on every project.

iii.

When something breaks, no one can tell what the agent actually did.

iv.

Hard to compare what one agent costs vs. another. Even harder to know before the bill arrives.

v.

Every new agent reinvents the same tool permissions and data boundaries.

vi.

The next agent starts from scratch even when the last one just shipped.

02 · Why Point Solutions Aren't Enough

One narrow win.
A stack of new taxes.

A point solution is fine when you have one workflow. Add another, and another, and the taxes start to compound — platforms to manage, approvals to relitigate, bills to reconcile across vendors, and agents the next team can't build on.

The point solution tax
  • Another platform to manage
  • Another approval process to build
  • Another place to look when something breaks
  • Another bill to budget for
  • Another integration to maintain
  • Another agent the next team can't build on
BCG · Why platforms outperform point solutions

The same plumbing, used many times.

Teams that work on a shared platform ship faster, govern more easily, and pay less to scale.

Standalone risk
77%
are concerned about governance risks
Shared guardrails
80%
value platform-level compliance controls
Faster deployments
80%
expect quicker rollout of new use cases
Lower scale cost
70%
expect cost savings from a unified platform
03 · The Better Pattern

One foundation.
Many solutions.

The stronger long-term pattern is a single governed runtime that every use case sits on top of. The first successful workflow stops being an island. The next one starts closer to business value.

01Foundation
Imeritas Agent Framework
One governed, reusable runtime that standardizes orchestration, tool routing, approvals, observability, and cost visibility across every AI-enabled solution you build.
02Solutions
Software delivery
Turns tickets into pull requests
Document validation
Validates every incoming document end to end
Proposal response
Decompose, score, and pre-answer questions
Recurring analysis
Scheduled reports with anomaly callouts
03Functions
1
Finance
Start here
2
Customer Success
Expand to
3
Operations
Extend into
4
Service workflows
Support across
04Shared controls
Governance
One approval surface, consistent guardrails
Observability
What ran, what it touched, where it failed
Cost visibility
Token and model spend per workflow
Reuse
Patterns compound across every use case
04 · What the Framework Standardizes

The hard parts already built.

Not a generic assistant. Not a one-off demo agent. Just the plumbing every production agent needs, built once and ready the day you start.

Intent classification

Route every request to the right workflow.

Orchestration

Multi-step execution, durable state, and resumable flows.

Plugin & system access

Controlled access to your APIs, data, and internal tools.

Human gates

Approval, review, and escalation right where the workflow needs them.

Runbooks & low-code

Repeatable workflow patterns that evolve from no-code to fully coded.

Multi-channel delivery

UI, API, webhooks, and downstream systems — surface the workflow anywhere.

Session & scheduling

Workflows that persist over time and pick back up where they left off.

Multi-tenant isolation

Support multiple teams, clients, or business units safely from one stack.

Usage & cost tracking

Token and cost usage visible across every agent, comparable side by side.

05 · Why It Exists

Built from patterns
we kept seeing.

Two patterns kept showing up. One in the solutions we built. One in the pilots that stalled.

i

Real solution delivery

Across fraud detection, segmentation, identity sync, and software delivery, the same five gaps kept showing up.

  • Orchestration that survived restarts
  • Tool access with consistent permissions
  • Human approvals at the right step
  • Observability you could actually debug
  • Session state and execution controls
ii

Consulting around stalled pilots

Then there were the pilots we watched stall. Every team rebuilt the same problems differently.

  • Duplicate plumbing across teams
  • Fragmented logging and monitoring
  • Inconsistent governance
  • Scattered cost visibility
  • Limited reuse from one use case to the next
Imeritas Agent Framework is the operating layer that handles what production demands — approvals, observability, cost tracking, and reuse — so teams ship workflows instead of rebuilding plumbing.
The one-sentence positioning
06 · What This Changes

Different people.
Same plumbing.

Same framework. Three audiences. Different wins for each.

For delivery teams

Skip the plumbing. Ship the workflow.

  • Less time rebuilding the same plumbing every time
  • Faster path from idea to production
  • More reuse across projects
  • Easier to grow from low-code to full code
For enterprise leadership

One place to govern. One place to compare.

  • One place for governance and approvals
  • One way to see how every agent is running
  • One way to compare cost and token usage across agents
  • A clear path from pilot to repeatable capability
For the organization

Fewer AI islands. Compounding wins.

  • Fewer teams paying for the same thing
  • Fewer teams reinventing the same wheel
  • Better odds of scaling past the pilot stage
  • A repeatable capability instead of one-off bets
07 · How We Work With Clients

Consulting wrapped
around the framework.

The framework is what you adopt. We're the team that helps you adopt it well — through advisory, design, implementation, and fractional leadership, depending on where you are in the journey.

01

Framework advisory & architecture

Help your team understand where the framework fits, what it replaces, and how it integrates with your existing platform investments.

02

Pilot-to-platform planning

Take a successful pilot and turn it into a reusable capability — without throwing away what worked.

03

Solution design on the framework

Workflow design, intent modeling, tool routing, approvals, and rollout — for a specific use case, on a shared foundation.

04

Custom implementation & extensions

Where the framework needs to bend to your environment — custom plugins, integrations, deployment patterns, and tenancy models.

05

Fractional leadership

For organizations standing up AI-enabled workflow capability for the first time — ongoing engineering and architectural guidance without a full-time hire.

Let's talk

Bring us your
first use case.

We'll walk through the workflow you want to move from pilot to production — and show you what a shared execution layer changes about how it gets built, governed, and scaled.