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Fictional example only. Not a real institution. For demonstration purposes.

AI Strategy Package

Heritage Community Credit Union

Prepared by Seiche Advisors
Engagement: Journey · August 5–16, 2026
Lead consultant: Maria Santos
Classification: Proprietary & Confidential


Table of contents

  1. Executive summary
  2. Institution profile
  3. Current-state assessment
  4. Maturity scoring
  5. Opportunity map
  6. 12-month roadmap
  7. Pilot specifications
  8. AI governance framework
  9. Policy recommendations
  10. Vendor landscape
  11. Budget & ROI model
  12. Change management
  13. Regulatory alignment
  14. Board actions requested
  15. Appendices

1. Executive summary

Heritage Community Credit Union ($1.8B, 42,300 members, Eugene OR) is positioned to become an AI-ready community institution within 12 months without hiring data scientists or replacing core systems. The credit union has foundational technology (Symitar, Alkami, Abrigo BAM+, M365) and executive alignment; the primary gap is governance and sequenced execution.

Key findings

Recommended strategy

Governance first, two governed pilots, scale on evidence.

Phase Timeline Investment
Foundation Q3 2026 $35K (Journey, policy, inventory)
Pilot 1 — BSA/AML Q4 2026 – Q1 2027 $45K–$61K POC
Pilot 2 — Copilot Q4 2026 $12K
Scale decision Q1 2027 board $95K–$130K if POC succeeds

Year 1 total (midpoint): $225K · Expected ROI: 2.5–3.5x within 18 months.


2. Institution profile

Attribute Detail
Legal name Heritage Community Credit Union
Charter Federal (NCUA) · Oregon DFR
Assets $1.82B (June 30, 2026)
Members 42,318
Employees 285 FTE · 34 part-time
Branches 11 (Lane & Douglas Counties)
Field of membership Community charter — 6-county Oregon footprint
CEO Patricia Chen (since 2019)
CIO James Wu
Core processor Symitar (Jack Henry)
Digital banking Alkami
BSA/AML Abrigo BAM+
Productivity suite Microsoft 365 E3

Strategic context

HCCU competes with three regional banks and two larger credit unions in its footprint. Digital engagement scores trail top-quartile CUs by 8 points (Alkami analytics, Q1 2026). Management's 2026–2028 strategic plan cites operational efficiency and member experience — AI supports both if governed.


3. Current-state assessment

3.1 AI inventory (as of August 2026)

System Vendor AI/ML capability Documented? Risk tier
Fraud monitoring Jack Henry (Symitar) Transaction scoring Partial Tier 2
Digital FAQ bot Alkami NLP routing No Tier 1
BSA transaction monitoring Abrigo BAM+ Rule-based + some ML Partial Tier 3
Credit bureau Equifax Proprietary models Vendor doc Tier 3
Marketing propensity None
Employee GenAI None approved Gap

Tier definitions: Per Seiche AI Policy Template — Tier 1 (low), Tier 2 (moderate), Tier 3 (high/regulated).

3.2 Organizational readiness

Area Status
AI policy Draft in progress (Journey deliverable)
AI governance committee Proposed — CRO chair, CIO, CLO, BSA, one board liaison
Board AI literacy One director attended Compass session
Staff training None formal; IT security training annual only
Vendor AI diligence Standard TPRM; no AI-specific addendum

3.3 Stakeholder input (Journey interviews)

Role Top priority Concern
CEO Competitive parity Board optics — "don't be first, don't be last"
CIO Integration complexity Symitar API limits
CRO BSA capacity Examiner questions on AI in AML
CLO Liability Shadow AI, fair lending if lending AI later
BSA Officer Alert volume Cannot hire 2 more FTE in 2026 budget
CFO ROI proof Wants 18-month payback on any pilot >$50K

4. Maturity scoring

Aggregate from Pre-Compass Questionnaire (8 executives, July 2026):

Dimension Mode Mean Facilitation note
Strategy L2 2.1 AI not on strategic plan yet
Governance L1 1.4 Focus area — no policy
Technology L2 2.3 Vendor-led only
Culture L2 2.0 Curious but untrained

Heat map summary: Governance is the outlier low score; technology slightly ahead due to Symitar/Abrigo embedded ML.

Target by Q2 2027: Governance L3, Strategy L3, Technology L3, Culture L3.


5. Opportunity map

Prioritized by ROI × feasibility × regulatory acceptability for HCCU.

Rank Opportunity Dept ROI horizon Feasibility Year
1 BSA/AML sanctions triage BSA 9–14 mo High 2026
2 GenAI productivity (Copilot) Enterprise 3–6 mo High 2026
3 Deepfake / wire fraud defense Security Ongoing Medium 2026
4 Commercial loan doc extraction Lending 12–18 mo Medium 2027
5 Member service chatbot (authenticated) Digital 12–18 mo Medium 2027
6 Marketing propensity Marketing 18+ mo Low 2028
7 Auto loan decisioning AI Lending 24+ mo Low 2028+

Department opportunity detail

BSA/AML (Priority 1)
1,400 alerts/month; 62% analyst time on false positives. Verafin or Abrigo AI layer — see Pilot Spec #1.

Lending
Commercial packages: 4.2 hrs avg prep. Ocrolus/nCino viable after policy and fair-lending framework — Q2 2027 earliest.

Member service
12% FAQ deflection today. Authenticated AI (Access Softek IVA, interface.ai) requires policy Tier 2 review and member consent model — 2027.

Operations
Check image fraud, deposit hold automation — core-vendor roadmap; monitor Jack Henry releases.


6. 12-month roadmap

Q3 2026 — Foundation ("Get Smart, Get Safe")

Week Milestone Owner
Aug 5–16 Journey delivery (this package) Seiche
Aug 21 Board authorization CEO
Aug 15 AI policy draft → CLO review CIO/CLO
Aug 15 AI inventory complete CIO
Aug 8 AI governance lead named CRO
Sep 1 Interim GenAI guidelines published CLO

Q4 2026 — Deploy pilots

Milestone Owner
Copilot pilot start (15 users) CIO
Verafin POC contract signed BSA/CIO
Phishing-resistant MFA on wires CIO/CISO
Deepfake staff training HR/CRO

Q1 2027 — Measure & decide

Milestone Owner
BSA POC results to board BSA Officer
Copilot scale/stop decision CIO
NCUA exam prep narrative (AI inventory) CRO
Lending IDP RFP (if governance L3) CIO

Q2 2027 — Scale (conditional)

Milestone Owner
Verafin full license (if POC pass) BSA
Copilot expand to 75 users (if pilot pass) CIO
Board quarterly AI report — standing agenda CEO
Q3'26        Q4'26        Q1'27        Q2'27
[Foundation] [Pilot live] [Evaluate]   [Scale?]
     |            |            |            |
  Policy      BSA POC      Board        Full BSA
  Inventory   Copilot      decision     + Copilot

7. Pilot specifications

Full specifications are standalone documents:

Pilot Document Summary
#1 BSA/AML 06-pilot-spec-bsa-aml.html 90-day Verafin sanctions triage POC · $45K–$61K
#2 GenAI 07-pilot-spec-genai-productivity.html 15-user Copilot · $12K · post-policy

Sequencing rule: Pilot #2 starts only after AI acceptable-use policy effective date.


8. AI governance framework

HCCU's full AI Center of Excellence (COE) framework — organizational model, RACI, intake workflow, KPIs, 90-day launch plan, and board reporting templates — is delivered as a standalone Journey artifact: 10-ai-coe-framework.html.

Summary (see COE framework for detail)

Element HCCU design
Model Standard COE (Model B) — $1.8B assets
COE lead Robert Ellis, CRO — 0.25 FTE
Chair Robert Ellis, CRO
Cadence Monthly through Q1 2027; quarterly steady state
Launch target November 15, 2026

Three-tier review process

Tier Examples Approval
Tier 1 Internal summarization, FAQ bot tuning Dept head + CIO
Tier 2 Member-facing chat, marketing AI Committee + CLO
Tier 3 BSA, credit, fraud decisioning Committee + Board notice

9. Policy recommendations

HCCU should adopt the Seiche AI Acceptable Use Policy Template with these institution-specific customizations:

Section HCCU customization
Scope All employees, contractors, board advisory use
Approved tools M365 Copilot (post-pilot), Abrigo, Jack Henry embedded — explicit list
Prohibited Autonomous credit decisions; public ChatGPT with member data
Data handling Symitar Restricted data never in Tier 1 tools
Vendor AI TPRM addendum — AI exhibit required on new contracts
Incident response 24-hr CLO notification for AI-related data incident

Target board ratification: September 2026 board meeting.

Policy owner: AI Governance Committee · Annual review: August each year.


10. Vendor landscape

Shortlist by use case (community CU–relevant)

BSA/AML

Vendor Fit for HCCU Notes
Nasdaq Verafin Primary Agentic sanctions; strong CU references
Abrigo BAM+ AI Alternative Existing BAM+ client — lowest friction
Hawk AI Evaluate Strong explainability; integration TBD

GenAI productivity

Platform Fit Notes
Microsoft Copilot Selected Already on E3; DLP integration
ChatGPT Team Backup Strong reasoning; higher change mgmt

Digital / member AI (2027)

Vendor Fit Notes
interface.ai High CU-focused; standalone
Access Softek IVA Medium If on Access Softek digital
Alkami + Glia Medium Already on Alkami

Full directory: Seiche AI Vendor Directory (ingested in portal).


11. Budget & ROI model

Year 1 — conservative

Category Low High
Seiche Journey (net after credits) $20K $20K
Governance (policy, training, PMO) $15K $25K
BSA POC $45K $61K
Copilot pilot $12K $15K
Security (MFA, deepfake training) $25K $40K
Contingency (15%) $17K $24K
Total $134K $185K

Board request top line: $265K includes Year 1 scale prep.

ROI model (18-month)

Initiative Investment Annual benefit Payback
BSA POC → scale $130K $180K analyst time + overtime avoidance 14 mo
Copilot 75 users $32K/yr $95K productivity (0.5 FTE equiv.) 4 mo
Combined ~$225K ~$275K/yr ~10 mo blended

Benefit assumptions documented in Appendix C — conservative 50% haircut on vendor case studies.


12. Change management

Messaging framework

Lead message: "AI makes your best work easier — it does not replace the Heritage relationship."

Audience Channel Timing
All staff CEO email + town hall Aug 2026
Pilot users Copilot training Oct 2026
BSA team Foster-led workflow workshops Nov 2026
Board Quarterly AI dashboard Standing

Known resistance


13. Regulatory alignment

Regulator / source Relevance to HCCU
NCUA Vendor management; no standalone AI rule — document under existing frameworks
FinCEN Deepfake alerts; SAR procedures update required
FFIEC BSA/AML Model validation for AML AI
SR 11-7 Model risk principles for Tier 3 AI
ECOA/FHA Future lending AI — not Year 1
GAO-25-107197 (May 2025) No imminent AI-specific banking rule — window for pilots

Examiner narrative (draft):
"HCCU maintains an AI inventory, acceptable-use policy, and governance committee. Tier 3 AI is limited to BSA workflows with mandatory human review. POC validation documentation available on request."


14. Board actions requested

  1. Authorize Seiche Journey net fee ($20,000 after Compass credit)
  2. Approve Year 1 AI program budget up to $265,000
  3. Ratify AI acceptable-use policy at September 2026 meeting
  4. Receive quarterly AI progress reports starting Q4 2026

See Board One-Pager (04-board-one-pager.html) for vote-ready resolution language.


15. Appendices

Appendix A — Questionnaire aggregate heat map

              L1    L2    L3    L4
Strategy       |    ●●   ●    |
Governance    ●●    |    |    |
Technology     |    ●●   ●    |
Culture        |    ●●   |    |

(● = executive count at level; mode governance L1)

Appendix B — AI inventory worksheet (blank template)

Vendor Product AI? Decision type Tier Owner Last reviewed

Appendix C — ROI assumption sources

Claim Source
59% CU GenAI adoption Cornerstone Advisors, "What's Going On in Banking," Jan 2026
Verafin sanctions workload reduction Verafin press release, Jul 2025 (validate in POC)
Copilot productivity Ion Bank case study, 2025; Seiche benchmark
BSA false positive rates HCCU internal time study, Jun 2026

Appendix D — Document index

Document Location
Compass readout (same day) 01-compass-readout.html
Journey readout (same day) 09-journey-readout.html
AI COE framework 10-ai-coe-framework.html
Monday Morning Checklist 02-monday-morning-checklist.html
Vendor scorecard 03-vendor-scorecard.html
Board one-pager 04-board-one-pager.html
Pilot #1 06-pilot-spec-bsa-aml.html
Pilot #2 07-pilot-spec-genai-productivity.html

Package complete. ~30 pages formatted for board distribution.

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