Jents · The AI ROI control system

The problem

AI is spreading through every company. Nobody can say what it's worth.

Agents, copilots, skills and AI apps, across multiple vendors and teams. The spend is significant every month. What changed because of it is a shrug.

01 · Agents

Which agent actually moved the needle?

While dozens are running - which one changed a real business metric, by how much, and where?

02 · People

Did our people actually get more done?

Employees across every team use AI daily. Whether their throughput improved, and by how much, nobody can say.

03 · The company

So do we invest more, or change direction?

No single view of every AI initiative, its adoption, cost and return. Without it there's no defensible call to double down, cut, or redirect.

The value

Jents sits at the intersection of enterprise strategy and AI execution, making sure your AI initiatives deliver what you brought them in for.

Gain control and visibility

Every agent, every person, every dollar and every outcome in one place.

Drive AI efficiency and cut waste

Find what is working, what is idle and what is quietly burning budget, then move the spend to where it actually returns.

Make data driven business decisions

Invest more, cut, or change direction based on measured impact.

“

When you hire an employee, you give them a salary and goals, then track their results. Jents enables that for the AI workforce, at scale.

Why now

The wave is about to break, and timing is everything.

Spend keeps climbing

AI spend grows every month, employees are already hooked, and token prices can rise at any time.

The hype wave is breaking

Companies are moving from "adopt everything" to "prove it's worth it", boards and CFOs are demanding answers.

Nobody serves the business

Every existing tool answers this for tech people only. Nobody connects AI activity to the metrics the org actually cares about.

Who it's for

Built for the entire org, not just tech people.

CTO / CIO / Tech leader

Defend the AI budget with data

The gap

The CFO and board keep asking "what are we getting for this?", and there's no defensible answer.

With Jents

Every AI dollar tied to a team, agent, and outcome, with ROI you can put in front of finance. Defend this budget, win the next, with data.

Head of AI

Govern and prove the program

The gap

Agents multiply across teams and vendors, shadow AI, duplicated work, and no way to prove the AI program is working without becoming the bad cop.

With Jents

One control layer to govern what goes live, drive adoption across the org, and show the impact of every initiative you own.

COO / Business leader

See impact without the jargon

The gap

Support, sales, and ops run AI initiatives, but every control tool is built for engineers. The business side flies blind on whether AI actually improves operations.

With Jents

See the business impact of every AI initiative in your departments, no technical skills needed. Track the KPIs you own against the AI brought in to move them.

The product

Three layers, one control system.

Production MVP, live today. Where observability stops at cost, Jents ties AI activity to the business metrics it was brought in to move.

Layer 01 · Hub

Know and control everything AI that runs

One live inventory across all vendors, online or CLI.

RecordOwnerCost 30dWhat moved

✦Test WriterClaude Code skill: test-writerMaya Chen36k tok↓54% Time writing tests

✦Refactor HelperClaude Code skill: refactor-helperMaya Chen22k tok↓21% Refactor time

✦Pr ReviewClaude Code skill: pr-reviewMaya Chen51k tok↓60% Review time per PR

▣Recruiting ScreenerScreens inbound applicantsgia.russo@acme$173.38↓43% Screening time

▣Meeting NotetakerJoins calls, captures decisionsOmar Said$185.24↑3% Action items captured

Layer 02 · Observability

Know exactly what every agent costs

Unified multi-vendor cost and usage per agent, user, and team. Real-time alerts on spikes before the bill surprise, spend forecasts, and full per-agent drilldowns.

Jents Observability, cost, usage and forecast per agent

Layer 03 · ROI · the moat

Know what AI actually delivers.

Connects to 30+ data sources, measures the metrics each agent moves and dollarizes the impact against cost, using the Jents ROI algorithm.

✦Code ReviewerAgent ROI profile

The math

Bugs caught pre-merge

bugs · before vs. since launch

Before250

Now650

Why this agent gets the credit: the 160% increase is explained by this work: the agent flagged unbounded retries, null-check gaps, timing attacks and unsafe migrations, across the majority of the 203 successful reviews.

Extra outcomes+400

Engineering time to fix one in production2h

× Engineer cost per hour$90

× worth each$180

Dollar value$72k

Build a chart

Change anything on the right, or ask for a change below. Type @ to name a person, agent or team.

describe the chart you want|

1 What is this about?

PersonTeamAgentSkillTool

2 What to measure?

AdoptionUsageCostImpact & ROI

ROI net (returned less cost) ⌄

3 Show it as

BarsPieTable

ROI net (returned less cost) by agent

Last 30 days

$430.8k

Customer Success Bot$98.6k

Code Reviewer$71.6k

Insights Analyst$69.8k

Support Copilot$53.5k

Marketing Writer$35.9k

Recruiting Screener$24.9k

Claude Code$24.4k

Test Writer$11.7k

Refactor Helper$4.7k

Moat

Cost observability is commoditizing. ROI attribution isn't.

Everyone can tell you what AI costs. Almost nobody can tell you what it's worth, and that's the hardest, most defensible thing to build: no open source, no shortcut, and no one else doing it.

Org-wide, not tech-only

Every competitor targets R&D teams. Jents serves the entire org with frictionless adoption, connecting strategic KPIs to AI initiatives.

Data accumulation

Every customer feeds cross-company benchmarks and insights nobody else can offer.

The ROI algorithm

The hardest part to build, and there's no open source around it. It's the layer every observability tool is missing.

Business plan

Distribution

Stickiness by design

Free version first: teams fall in love and build daily habits around it. Once Jents is embedded in their operations, subscription follows naturally.

Business model

PLG + enterprise sales-led

Low seat-based pricing plus usage. Product-led growth at the bottom, sales-led motion for the enterprise.

Go-to-market

US market, 250-1,000 employees

Companies big enough to feel the AI chaos, small enough to adopt fast. Landing with the CTO, Head of AI, and business-side leaders.

Landscape

Everyone stops at tokens and cost.

Vendor dashboards

OpenAI / Anthropic consoles: single-vendor, usage numbers only.

✦ Jents is cross-vendor and connects usage to business impact.

LLM observability

Datadog, LangSmith, Langfuse: built for engineers, they trace tokens and stop there.

✦ Jents is built for the whole org and adds what they all miss: what the spend delivered.

Build-it-yourself

Spreadsheets: manual, instantly stale, no attribution, breaks at scale.

✦ Jents is automatic from day one.

The AI ROI control system.

AI is spreading through every company. Nobody can say what it's worth.

Which agent actually moved the needle?

Did our people actually get more done?

So do we invest more, or change direction?

Gain control and visibility

Drive AI efficiency and cut waste

Make data driven business decisions

The wave is about to break, and timing is everything.

Spend keeps climbing

The hype wave is breaking

Nobody serves the business

Built for the entire org, not just tech people.

Defend the AI budget with data

Govern and prove the program

See impact without the jargon

Three layers, one control system.

Know and control everything AI that runs

Know exactly what every agent costs

Know what AI actually delivers.

Cost observability is commoditizing. ROI attribution isn't.

Org-wide, not tech-only

Data accumulation

The ROI algorithm

Stickiness by design

PLG + enterprise sales-led

US market, 250-1,000 employees

Everyone stops at tokens and cost.

Vendor dashboards

LLM observability

Build-it-yourself

Production MVP

Design partners

Jents Inc

When the wave breaks, Jents is there to catch it.