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Evaluation-led agentic AI for operations teams

Ship AI automations you can actually measure.

We help professional services and operations teams turn repetitive workflows into measurable agentic AI automations. Every engagement starts with a paid assessment, runs against an evaluation dataset, and ships with a governance-ready baseline you can defend to a partner, a CFO, or an auditor.

Paid assessment first

$5,000 · 10 business days · yours to keep whether or not you continue with us.

Evaluation gates

Domain eval dataset authored before any code. Pass threshold required before real users.

Governance built in

Audit trails, prompt versioning, cost budgets, and human approval gates on every agentic workflow.

Monthly Impact Report

Hours returned, cost per task, quality scores — the numbers, in writing, every month.

acme · eval · northwind-rag-v2

$ run eval --dataset northwind-golden-v3

Loading 47 golden examples…

Running faithfulness scorer…

Running hallucination probe…

faithfulness 0.94 / 0.90 threshold

hallucination 1.1% / 2.0% max

citation_cov 0.97

EVAL GATE PASSEDcleared to ship

New firm, transparent positioning: we publish our methodology and an end-to-end walkthrough on a sample engagement instead of dressed-up case study metrics. See /trust →

Status quo

What you’re probably doing now

  • Manual document review and classification
  • Inconsistent decisions across staff
  • ChatGPT usage no one can audit
  • Bottlenecked approvals and status updates
  • AI pilots that never got to a measurable outcome

Our approach

What working with us looks like

  • Assessment first: scorecard, opportunity register, ROI model
  • Eval dataset written before any code, gates on every pilot
  • RAG with citations, not answer-only black boxes
  • Approval workflows with an audit trail and a human in the loop
  • Governance-ready: prompt versioning, cost budgets, loop guards on every agentic workflow
  • Monthly Impact Report with the real numbers

Our commitments, in numbers

10 days

Assessment turnaround

Fixed scope, no surprises

90%

Faithfulness threshold

On every RAG pilot

100%

Pilots with golden evals

Written before any code

30 days

First measurable outcome

Or we say so upfront

Service catalog

Fixed scope. Fixed price. Fixed timeline.

Every pilot ships with an eval dataset and a written acceptance bar — not a vibes-based demo.

OperateMonthly retainers to keep your workflows performing

Process

How an engagement works

1

Assess

10-day paid assessment. Scorecard across 7 readiness dimensions, opportunity register with ROI, 1–6 month roadmap. Yours to keep whether or not you continue with us.

2

Build & prove

Fixed-scope pilot with an eval dataset authored on day one. We ship a measurable baseline in 30 days behind evaluation gates.

3

Operate & grow

Ops retainer runs the automation for you. Monthly Impact Report with quality, cost, and hours-returned numbers.

Under the hood

We use the same tools we build for clients

Our own delivery system runs on evaluation datasets, Langfuse tracing, and prompt versioning. Every engagement is measured the same way — because we built the measurement layer first.

  • Eval gates on every pilot before it ships
  • Langfuse tracing across all LLM and embedding calls
  • Prompt versioning with per-version cost attribution
  • Human approval gates on agentic workflows
See our Trust Center →
eval_config.yaml

eval:

dataset: northwind-golden-v3

faithfulness_threshold: 0.90

hallucination_max: 0.02

human_review_gate: required

citation_coverage_min: 0.90

governance:

prompt_versioning: enabled

loop_max_iterations: 12

cost_budget_usd: 50

audit_trail: required

About the firm

Built by practitioners, for operations teams

We publish our methodology, pricing, and acceptance criteria upfront — so you can evaluate how we work before any conversation about money. No six-week sales cycle to get a number.

Our approach comes from direct experience building AI systems in operations-intensive environments, where the question is never “can AI do this?” but “how do we prove it’s working and keep it that way?”

About the firm →

Why buyers choose a specialist new firm

Direct access to the practitioner building your system — not a junior subcontractor behind a partner relationship
Pricing published upfront: no six-week sales cycle to get a number
Written acceptance criteria on every pilot — the accountability that larger generalist firms resist because it limits scope expansion

For consulting firms

New firm sign-up

This platform is for consulting firmsthat want their own branded workspace — not for potential clients. If you're looking to work with a consulting firm, use the intake form or chat with our Companion above.

No credit card · 14-day free trial · your own subdomain and branding

Next step

Start with a paid AI Readiness Assessment

10 business days. $5,000. A scorecard, a prioritized roadmap, and a clear next step — regardless of whether you continue with us.

Already have a stalled AI pilot? The assessment diagnoses what went wrong and what it would take to ship.

Acme Consulting & Automation | AI & Automation for Operations Teams