NEW  From pilot to P&L impact, our advisory pairs frontier-AI depth with a roadmap your CFO will sign. How we engage →
Services · Advisory & Enablement

The AI roadmap, and the team ready to own it.

Two halves of the same job. Advisory turns frontier-AI capability into a board-ready plan, opportunity assessment, business case, target operating model, governance and a phased roadmap. Enablement then upskills your people to build, run and improve the agents themselves.

A decade at the frontier

We didn't adopt agentic AI. We've been building it for ten years.

Commerce.AI brought large language models to the contact center before ChatGPT existed. So our advisory isn't theory from a slide deck, it's a decade of shipping frontier CX in production, distilled into your roadmap.

10 yrs
Building LLM-for-CX
Pre-ChatGPT
Live LLM deployments
1B+
Conversations handled
Stanford
Alumni-founded
Track record

A decade at the frontier of AI for CX.

We didn't pivot into agentic AI when it got popular. We've been building the underlying technology since 2015, here is the path that informs every engagement.

2015

Founded

Set out to structure the world's unstructured commerce & CX data with AI.

2018

Deep-learning CX

First neural models scoring and understanding real customer conversations in production.

2020

LLMs, early

Applied large language models to contact-center conversations before they were mainstream.

2022

LLM-CX at scale

Enterprise LLM customer experience live in production, before ChatGPT launched.

2023

Agentic

Agents that don't just answer, they reason and act across your systems.

2025

auto-AGENTS™

The self-driving contact center, agents that improve themselves every week.

0
To a signed business case
0
Typical first-year ROI
0
Pilot to production
0
Use cases assessed
0
Governance-first delivery
0
In LLM-for-CX
What the engagement covers
Opportunity assessmentBusiness case & ROITarget operating modelGovernance & riskChange managementData & platform readinessPhased adoption planBuild vs. buy
The advisory work

From frontier capability to a plan your CFO will sign.

We have shipped LLM agents into production contact centers since the field began. That operating experience, not slideware, is what we bring to every assessment, model and roadmap.

1Assess 2Model the case 3Design the TOM 4Govern & scale
01 · Opportunity assessment

Find the value before you spend a dollar building.

We score your processes, data and operating maturity against where frontier AI is genuinely ready today, then rank use cases by value, feasibility and risk. You leave with a heat-mapped backlog and a clear-eyed view of the gap between where you are and where you need to be.

40+
use cases scored
6
maturity dimensions
Maturity scorecardnow vs. target
Data Talent Platform Governance Process Strategy
CurrentTarget (12 mo)
02 · Business case & ROI

A model that survives the finance review.

We build the bottom-up business case with you, cost to serve, deflection and resolution lift, latency-driven savings and TokenTrim™ inference economics, sensitivity-tested across conservative, base and stretch scenarios. Every assumption is sourced and auditable, so the number holds up in the room.

Business case · base scenarioyear 1
$0
Projected net savings
3.1× ROI
Cost to serve
↓ 62%
Resolution lift
+38%
Inference econ.
10× ↓
Payback
4.2 mo
sourcedEvery assumption traced · conservative / base / stretch
03 · Operating model & roadmap

Who does what, and the path to get there.

We design the target operating model, roles, RACI, the human-in-the-loop and the AI-ops function that keeps agents healthy, then sequence it into a phased adoption plan with funded milestones, decision gates and explicit exit criteria. No big-bang. Each phase de-risks the next.

4
phases, gated
90d
to first production value
Phased adoption planmilestones
Q1Foundation
1 use case
Q2Pilot
live, gated
Q3Expand
3 use cases
Q4Operate
AI-ops live
gatesEach phase funded on the last phase's proof
04 · Governance & change

Trust, controls and adoption, built in from day one.

We stand up the governance your risk, security and legal teams need, model policy, EU AI Act alignment, an audit trail and a human-approval gate on every change, alongside the change-management plan that gets your people to actually use it. Capability is nothing without adoption.

Governance posturecontrols
Audit coverage
100%
Changes gated
human
AI Act align.
mapped
Adoption plan
role-based
reversibleEvery model decision logged, explained and rollback-ready
How we engage

Three steps from question to funded plan.

A focused, fixed-scope engagement, not an open-ended consulting retainer. You leave with artifacts your team owns and can act on immediately.

Step 01

Diagnose

A working session and a two-week deep dive across your processes, data and stack. We map the opportunity, score maturity and shortlist the highest-value use cases.

weeks 1–2
Step 02

Model & design

We build the ROI business case, the target operating model and the governance framework, pressure-tested with finance, risk and the operators who will run it.

weeks 3–6
Step 03

Roadmap & mobilize

You receive a phased, gated adoption plan with funded milestones and a change plan, and, if you want it, a pilot live in 90 days on auto-AGENTS™.

weeks 6+
Enablement

And the training to make your team the owners.

Advisory sets the plan; enablement makes it stick. Role-based paths upskill your people to build, run and continuously improve agents, so ownership stays in-house long after go-live.

Role-based learning paths

Tailored tracks for admins, builders, QA leads and operators, meeting each person where they are, from first login to production owner.

Learn by building

Hands-on from day one: your team ships a real agent on your own systems during training, not a slideware course.

Certification & office hours

A credential that proves capability, plus enablement playbooks and weekly office hours so best practice compounds after launch.

Who you work with

Advisors who have shipped this in the real world.

Not generalist consultants. The people who built LLM-for-CX and deploy agentic AI in enterprise contact centers every week.

AI strategy advisor
solution architect
advisory team
enablement session
What you walk away with

Decisions, not decks.

0

A defensible business case

A sourced, sensitivity-tested ROI model with conservative, base and stretch scenarios, the number that gets the program funded.

0

A path to production value

A phased operating model and roadmap that lands a real pilot in 90 days, then scales on proof rather than promises.

0

Governance from day one

Model policy, EU AI Act alignment, an immutable audit trail and human-gated change, so risk and legal are partners, not blockers.

FAQ

Advisory & Enablement, answered.

The advisory is model- and vendor-agnostic. We assess build vs. buy honestly and route to GPT-5.x, Gemini, Claude or on-prem Llama on the merits. We have an opinionated platform because we have shipped this work, but the roadmap is yours, and plenty of recommended steps involve no auto-AGENTS™ at all.

The core assessment and business case run about six weeks, ending in a signed case and a phased roadmap. Target operating model and governance design overlap that window. From there, an optional pilot can be live in 90 days. It is fixed-scope with defined artifacts, not an open-ended retainer.

Bottom-up and auditable. We start from your real cost to serve, volumes and SLAs, then model deflection, resolution lift, latency-driven savings and TokenTrim™ inference economics across conservative, base and stretch scenarios. Every assumption is sourced and editable, so finance can stress-test it line by line.

Governance is designed in from day one, not bolted on. We deliver a model policy, a risk classification and EU AI Act mapping, an immutable audit trail and a human-approval gate on every change. Deployments support SOC 2 Type I & Type II, HIPAA, ISO 27001, PCI and GDPR, in cloud, your VPC or on-prem.

Artifacts your team owns: a scored use-case backlog and maturity assessment, a sensitivity-tested ROI business case, a target operating model with RACI, a governance and change-management framework, and a phased, gated adoption roadmap with funded milestones. Decisions, not decks.

Start the conversation

Bring your hardest AI decision. We'll bring the plan.

In one working session we'll frame the opportunity, sketch the business case, and show you the path from pilot to P&L impact.

"auto-AGENTS™ resolves the bulk of our conversations end to end, and gets measurably better every week."
VP, Customer Operations
Global enterprise
Proof

Outcomes teams feel in weeks.

Deploy on your hardest workflow and watch resolution climb as the RSI loop tunes itself, your team handles only what truly needs a person.

Trusted by enterprise contact centers · 1B+ conversations