Vision documentCity of New YorkDepartment of Correction

AI-Powered
Reentry

AI-enabled career pathways for people in custody, delivered through an adaptive learning platform.

This is not a course about artificial intelligence. It teaches people to use AI to do real work — and leave custody with proof that they can.

PutToWork.ai
Prepared by
PutToWork.ai
01 — Context

The Problem

People leave custody into a changed world — and a labor market where many traditional reentry jobs are closed to them.

New York law bars some people with convictions from security guard work. Similar restrictions affect home health aide, childcare, and many licensed healthcare roles.

Office and administrative work is the largest occupational group in the NYC metro area and is broadly open under Correction Law Article 23-A and the NYC Fair Chance Act, which covers nearly every NYC employer with four or more employees.

The barrier is often not eligibility. It is skills, evidence, and confidence with unfamiliar tools.

DOC operates a jail system

Lengths of stay and release dates vary widely, so a linear curriculum is a poor fit.

Value from session one
Useful before completion
Interruption-resilient
Works through transfers
Record preserved
Learning survives disruption
Continues after release
Transition plan moves with the person
02 — Thesis

The Core Idea

There is a difference between teaching people about AI and teaching them to use AI to get hired. We do the second.

34%

Productivity gain for novice workers using an AI assistant, versus 14% on average.

Brynjolfsson, Li & Raymond · Quarterly Journal of Economics, 2025

AI benefits less-experienced workers most, helping narrow the experience gap after custody.

Role 01

An adaptive learning engine

Personalizes content, pacing, and support.

Role 02

A working tool

Raises what a beginner can produce on real, employer-relevant tasks.

Role 03

Briefly, a subject of study

Enough literacy to use AI safely and well — not a specialization.

What this program is not

Narrow by design, and additive

Not therapy, job placement, or a substitute for reentry services. We build skills, evidence, and credentials, then hand off to existing providers.

03 — Product

How the Program Works

Short modules, real tasks, and one target role — with the platform adapting as the participant works.

  1. 01Format

    How the learning works

    Short, adaptive modules: example, task, feedback, knowledge check. Plain-language, voice-supported, and multilingual.

    Participants may opt into a short assessment at any point to move faster. It is never required.

  2. 02Foundations

    Digital and financial literacy

    Builds practical skills for daily life and reentry, skipping what is already mastered.

    DevicesEmailPasswords & account securityOnline formsGovernment servicesIDNYC & SSNScam recognitionBank accounts & budgetingCreditPredatory-product awareness
  3. 03Work readiness

    Work-readiness essentials

    Scenario-based practice in communication, conflict, feedback, and interviews.

  4. 04AI literacy

    Using AI, not studying it

    What AI can and cannot do; how to protect data, verify output, and refine a task.

  5. 05Pathways

    AI-enabled career pathways

    Each participant works toward one entry-level role. Pathways require NYC hiring demand, no statutory licensing bar, and AI that augments the role. Credentials stack along the way.

    Office and administrative
    RoleAI leverageCredential stack
    T01Customer and client supportResponse drafting, knowledge-base search, escalation triageNorthstar → IC3 L1 → employer-specific
    T02Administrative and operations assistantDrafting, summarizing, scheduling, document formattingNorthstar (Word, Email) → IC3 L1–L2 → MOS Word
    T03Data operations and records QAValidation, cleanup, exception-flaggingNorthstar (Excel) → IC3 L2 → MOS Excel
    T04Bookkeeping supportCategorization, reconciliation, exception reviewNorthstar → IC3 L2
    T05Research and documentation supportSynthesis, SOP writing, structured summariesNorthstar → IC3 L1–L2
    Coordination and logistics
    RoleAI leverageCredential stack
    T06Scheduling and dispatch coordinationRoute and shift optimization, conflict resolutionNorthstar → IC3 L1
    T07Warehouse, inventory, and logistics coordinationInventory reconciliation, documentationNorthstar → forklift / OSHA-10
    T08Facilities and building services coordinationWork-order intake, vendor communicationNorthstar → IC3 L1 → BPI / OSHA
    Communication and community
    RoleAI leverageCredential stack
    T09Content production assistantDrafting, editing, image and copy productionGrow with Google → Northstar (Social Media, Digital Footprint)
    T10Peer navigator / credible messengerDocumentation, referral tracking, case notesNorthstar → CHW certificate
    Advanced cohort — a stretch pathway, not a default
    RoleAI leverageCredential stack
    T11IT help desk (Tier 1)Ticket triage, guided troubleshootingIC3 L1–L3 → Google IT Support → CompTIA A+

    T11 has the highest ceiling and is realistic for a minority of participants.

  6. 06Evidence

    Demonstrated skills and recognized credentials

    Each pathway produces verified work samples, demonstrated skills, and relevant certificates.

    What an employer can review
    • Processing a customer inquiry
    • Drafting a professional response
    • Entering information into a system
    • Recognizing when to escalate
    • Verifying AI-generated output
  7. 07Employer bridge

    A bridge to employment

    With consent, employers can review verified work; interview and early-employment feedback improves the pathways.

  8. 08Continuity

    Transition planning support

    Learning feeds the participant’s transition plan: documents, appointments, applications, and employment steps. It supports — not duplicates — Transition Coordinators and community-based providers, and follows the participant through transfer and release.

The Fortune Society and Petey Greene are existing DOC partners to co-design with, not compete against.

04 — Output

What Participants Leave With

Not a transcript — finished work built during the program.

01

A résumé

AI-assisted and targeted to a role.

02

A profile photo

Professional, plus a stylized version.

03

A personal website

One page, live at release.

04

A LinkedIn profile

Drafted inside, published at release.

05

A work portfolio

Role-specific samples employers can review.

06

Stackable credentials

Earned module by module.

07

A creative project

Music or an illustrated children’s book for their child, supporting family connection.

No open internet

Everything is produced in a closed environment and published at release. Nothing depends on open facility internet access.

05 — Proof

Evidence and Credentials

Two evidence tracks: recognized credentials and checkpoints showing progress from week one.

Track one — external credentials
Credential

Northstar Digital Literacy

18 modules with certificates and open badges; used in correctional settings and promoted by the NYS Department of Labor.

Credential

IC3 Digital Literacy GS6 (Certiport / Pearson VUE)

Three stackable exams plus a master certification; Level 1 carries an ACE recommendation for one college credit; Credly badges.

Content partner

Grow with Google — Career Readiness for Reentry

Free content co-designed with The Fortune Society, CEO, Defy Ventures, and The Last Mile.

Track two — the checkpoint layer

Scenario-based checks of 8–15 items, at a fifth-to-sixth-grade reading level, voice-read and multilingual.

Mastery, not ranking: unlimited instructed retakes, rotating item banks, no comparative scores.

What completion data cannot tell you

Earlier material returns at ~7, 30, and 90 days to measure retention, not completion alone.

Hard limits

Never used against a participant

Checkpoint results guide instruction and evaluation only — never discipline, classification, release, or risk decisions.

Delivery

On existing infrastructure

Designed for DOC tablets, with no new hardware or open internet required.

06 — Institution

Support for DOC Staff and Providers

The system flags needs for follow-up; it does not make decisions.

Staff & Transition Coordinators

Less reconstruction, more contact

Authorized staff see progress, key gaps, engagement, and transition-plan milestones.

DOC & the City

Aggregated reporting

Participation, completion, skill attainment, work readiness, employment outcomes, and agreed return-to-custody measures.

Hard limits

Not a surveillance tool

Individual data is never used for discipline, classification, release/legal decisions, risk assessment, or profiling. Educational records stay separate from criminal cases.

07 — Trust

Security and Governance

Built for correctional environments and existing tablets, with two deployment models.

Perimeter 01

Closed, locally hosted

  • Local deployment
  • Curated knowledge base
  • No open internet
  • Comprehensive audit logging
Perimeter 02

Controlled-access connected

  • Approved models only
  • Filtered, logged gateway
  • Data minimization
  • Comprehensive audit logging
In both modes
  • Minimal data collection
  • Role-based access
  • Full audit trail
  • No external data access without participant consent
Content governance

Content is approved, version-controlled, and grounded. Sensitive guidance is partner-reviewed; uncertain outputs escalate to staff; quality, bias, and errors are monitored.

08 — Outcomes

What the City Gets

A reentry program measured against agreed outcomes.

MetricMeasurement windowDefinition of success
Recidivism outcome3 / 6 / 12 / 24 monthsDefinition and comparison method agreed before pilot
Employment after releaseWithin 90 daysPlacement confirmed
Job retention6 and 12 monthsRetention tracked
Reentry stabilizationContinuousID, housing, benefits, appointments
Skill retention7 / 30 / 90 daysRepeat probes, not completion

The specific recidivism outcome and comparison method will be defined jointly before the pilot begins.

Next Mile NYC showed at Rikers that pre-release training produces reportable outcomes: 99 CDLs earned, 64 hires, $90,200 average salary, no reported rearrests. This proposal extends the same logic to office and administrative work, which reaches far more people.

↓
Recidivism
Measured at 3, 6, 12, and 24 months
90d
Employment window
Employment within 90 days of release
6/12
Retention
Job retention at 6 and 12 months
0
Progress lost
Continuity survives transfer and release

Beyond the numbers: existing staff and providers are extended, not replaced; continuity survives transfer and release; results rest on agreed measures.

09 — Execution

How a Pilot Would Run

One facility, a limited voluntary cohort, and success metrics agreed before the pilot starts.

What the pilot asks of DOC
  • One facility
  • A limited, voluntary cohort
  • A designated staff liaison
  • A security and technical review of the two deployment models
  • Success metrics agreed in advance
What the pilot provides
  • The staff dashboard from day one
  • Regular reporting
  • Minimal operational disruption to existing programming
  • Integration with existing education and reentry programming
  • Interoperability with transition planning by contracted providers
Facilitation

Facilitated by our team or facility staff; longer term, a facilitator curriculum and certification so the program scales.

Phase 01
Needs assessment & co-design

Stakeholder interviews; confirmation of the tablet vendor and its integration surface; whether proctored testing is permissible on-site.

Phase 02
Limited pilot

One facility, voluntary cohort, staff dashboard live from day one.

Phase 03
Evaluation

Measured against the metrics agreed before the start.

Phase 04
Joint decision

Expansion decided together, on evidence.

10 — Team

Who We Are

The team combines years of direct program delivery at Rikers Island — with relationships across people in custody, facility staff, and DOC leadership — and experienced product and technology leadership.

The program is co-designed with community-based reentry providers and employers from the start.

11 — Ask

Next Steps

  1. 01

    A working session with the administration and DOC to align on goals, constraints, and security requirements.

  2. 02

    Access for an initial needs assessment and co-design: stakeholder interviews and review of the tablet infrastructure.

  3. 03

    Jointly define a limited pilot in one facility, with population, requirements, and success metrics agreed in advance.

The unit of success

Not a completed lesson or a certificate. A changed life trajectory: a person who leaves custody knowing what work they can do, able to get and keep it — and not returning.