Sample blueprint · Crossroads Venture Network is a fictional organization · Every name, number and use case is illustrative
BiG Impact Group · AI Use Case Blueprint

Sample blueprint · prepared for the 2026 ESO Summit · Indianapolis, November 10, 2026

Twenty-five asks. Seven programs. Three quarters.

Crossroads Venture Network is a made-up five-county entrepreneurial support organization with an executive team of five. Each leader submitted five use cases, some about running the organization and some about serving founders. This page scores every one on a five-part rubric built for ESOs, places each on a four-quadrant map, and sequences the work across 2027 so the leadership team can set AI policy, governance and timing in one sitting.

Prepared for the Crossroads executive team (fictional)By BiG Impact GroupSource 25 use cases from the use case generatorStatus Sample for ESO Summit attendees
25
use cases, five per leader
5
leaders, Executive Director to Operations
7
programs once the same problem is merged
13
quick wins, most runnable this quarter

01 / The signal

What the team asked for.

Read one at a time, twenty-five wishes. Grouped by the problem underneath, seven programs. The largest cluster was reporting: four of five leaders described rewriting the same facts for a board, a funder or a partner. Close behind were founder coaching and the question of where do I go and what applies to me, asked of a staff member every time.

Programs by number of use cases (bar), count and average score (right)

P6 Reporting and funder confidence
#1, #10, #19, #21, #23
5 · 68
P2 Founder coaching
#6, #7, #8, #13
4 · 73
P5 Policy and governance
#5, #22, #24, #25
4 · 67
P1 Strategy and capacity
#3, #15, #20
3 · 70
P3 Founder self-service
#9, #16, #17
3 · 72
P4 Capital readiness
#11, #12, #14
3 · 70
P7 Ecosystem voice
#2, #4, #18
3 · 71

The clearest signal

Reporting eats the leadership team.

Five use cases from four seats are the same job: take one set of quarterly facts and write it for a board, four funders and the public. One Project with the agreed outcome definitions serves all of them.

The founder-facing signal

Navigation and matching want to be a service.

A resource navigator agent, mentor matching with reasons and referral notes are the same product viewed from three seats. That product is what Crossroads would offer founders next.

The quiet signal

Nobody has a founder-data rule.

16 of 25 use cases touch founder names, pipelines or agreements. The policy page in section 06 unlocks more use cases than any software decision.

By type

11 strategic. 14 tactical.

Strategic changes how Crossroads decides, serves or organizes. Tactical returns hours to one person each week.

By readiness

14 run today. 11 wait on a gate.

14 need only chat and Projects with Green or masked Yellow data. 7 reach full value with connected email, calendar and CRM; 4 need a scheduled task or an agent build.

Inside and outside

15 inside. 10 outside.

Inside: the tools the team uses to run programs, report and decide. Outside: the services founders receive, made better or new.

What nobody submitted

Front desk. Mentors.

No use case came from intake staff, volunteer coordinators or the mentors themselves. The second wave should ask them.

02 / The rubric

Five dimensions, one score, four quadrants.

The rubric follows the model BiG uses with manufacturing and utility clients, re-cut for an organization whose product is trust with founders and funders. Value became Founder and Funder Value. Matrix Enablement became Mission Reach: how many founders, partners or counties one use case touches. Readiness folds in whether the capability the use case needs is switched on today. Weights: 35 / 15 / 20 / 20 / 10.

Dimension1 to 34 to 67 to 89 to 10
Value · 35%Saves one person a few hours.A team or a recurring cycle gets faster or more consistent.Changes a funding, program or partnership decision, or what founders receive.Frees capacity across the organization or creates a service founders did not have.
Mission reach · 15%Personal.One department or one program.Shared across programs or with partners.Every founder in the region, or decides who decides.
Readiness · 20%Needs an agent build, automation or Red data.Full value needs connected email, calendar or CRM.Masked Yellow data in chat or a Project.Green data in chat or a Project, on today.
Effort · 20%, inverseOne person, one chat.A Project with two or three reviewers.Inputs from every program, counsel or auditor sign-off.Process redesign plus a build.
Risk · 10%, inverseOwn notes, Green.Masked Yellow with a named reviewer.Funder reporting, admissions, HR or legal exposure.Output reaches founders, lenders or auditors directly, or a system acts on it.
Quick Win

Effort ≤ 5 and Value ≥ 6. Run it now. Build credibility and evidence; harden the masking habit.

Strategic Bet

Effort > 5 and Value ≥ 6. Sequence it. Multi-quarter, stage-gated, with counsel, a funder or a partner in the path.

Fill-In

Effort ≤ 5 and Value < 6. Self-serve for power users. Cheap, low risk, no program management.

Reconsider

Effort > 5 and Value < 6. Avoid unless a partner cuts the effort. Crossroads has none.

03 / The quadrant

Every use case, placed.

Effort runs left to right; value runs bottom to top. Color is the quarter in which the use case reaches full value: teal runs today, gold waits on connected email, calendar and CRM, red waits on a scheduled task or an agent build. Circles are strategic; squares are tactical. Size is the composite score. Hover or tap a shape to read it; click it for the full write-up.

Quick Win Strategic Bet Fill-In Reconsider Effort, 1 low to 10 high Value, 1 low to 10 high #1 Board packet first draft from the quarterly numbers · score 68 · Quick Win 1 #2 Funder and legislator talking points by audience · score 72 · Fill-In 2 #3 Strategic plan scenario memos · score 74 · Strategic Bet 3 #4 Ecosystem signal digest: policy, funding and peer programs · score 68 · Quick Win 4 #5 AI use policy and governance charter first draft · score 83 · Quick Win 5 #6 Founder session recap and next steps · score 78 · Quick Win 6 #7 Cohort application screening against the rubric · score 72 · Quick Win 7 #8 Workshop curriculum refresh from feedback · score 70 · Fill-In 8 #9 Founder resource navigator agent (pilot) · score 67 · Strategic Bet 9 #10 Program report narrative for the quarterly funder report · score 70 · Quick Win 10 #11 Loan readiness checklist and gap letter · score 72 · Quick Win 11 #12 Grant opportunity match against the founder pipeline · score 71 · Quick Win 12 #13 Investor pitch feedback at founder pace · score 72 · Quick Win 13 #14 Lender and CDFI partner briefing · score 68 · Fill-In 14 #15 Capital program design: what a revolving micro-loan would need · score 64 · Strategic Bet 15 #16 Referral match note and warm introduction · score 79 · Quick Win 16 #17 Mentor matching with reasons · score 70 · Quick Win 17 #18 Event recap and partner follow-up pack · score 72 · Fill-In 18 #19 Partner MOU and renewal tracker summaries · score 60 · Fill-In 19 #20 Regional ecosystem map and gap analysis · score 72 · Strategic Bet 20 #21 Grant compliance checklist and reporting calendar · score 70 · Quick Win 21 #22 CRM data hygiene review · score 61 · Fill-In 22 #23 Outcomes dashboard narrative · score 72 · Quick Win 23 #24 Staff policy and handbook answers · score 67 · Fill-In 24 #25 Audit and single-audit preparation · score 57 · Strategic Bet 25
Runs todayQ2 gate: connected email, calendar, CRMQ3 gate: scheduled tasks, agentsStrategicTactical

04 / Strategic and tactical

The full matrix.

The split uses each leader's own classification. Strategic work changes how Crossroads decides, serves or organizes and usually needs a sponsor and a second reviewer. Tactical work returns hours to one person every week and can run on self-serve rules. Both belong in the plan; they are governed differently.

Worth a second look

#7 Cohort application screening

Submitted as strategic, and it is, but the risk score is the point. An AI score that influences who gets into a program is an equity decision. It runs only as an advisory score with the gap between AI and human readers logged and reviewed.

Worth a second look

#9 Founder resource navigator agent

The highest mission reach on the page and the lowest readiness. It is the first outside service Crossroads would offer with AI, and it waits for the directory to be cleaned and the policy to be adopted. That is the right order.

Filter
#Use caseSeatTypeProgramVMREKScoreQuadrantUnlockStart
5AI use policy and governance charter first draftED Strategic P5 Policy and governance810943 83Quick Win Runs todayQ1 2027
16Referral match note and warm introductionECO Tactical P3 Founder self-service77923 79Quick Win Runs todayQ1 2027
6Founder session recap and next stepsPRG Tactical P2 Founder coaching76923 78Quick Win Runs todayQ1 2027
3Strategic plan scenario memosED Strategic P1 Strategy and capacity99664 74Strategic Bet Q2 gateQ2 2027
2Funder and legislator talking points by audienceED Tactical P7 Ecosystem voice56922 72Fill-In Runs todayQ1 2027
7Cohort application screening against the rubricPRG Strategic P2 Founder coaching87746 72Quick Win Q2 gateQ2 2027
11Loan readiness checklist and gap letterCAP Tactical P4 Capital readiness76835 72Quick Win Runs todayQ1 2027
13Investor pitch feedback at founder paceCAP Tactical P2 Founder coaching65923 72Quick Win Runs todayQ1 2027
18Event recap and partner follow-up packECO Tactical P7 Ecosystem voice56922 72Fill-In Runs todayQ1 2027
20Regional ecosystem map and gap analysisECO Strategic P1 Strategy and capacity89663 72Strategic Bet Q2 gateQ2 2027
23Outcomes dashboard narrativeOPS Strategic P6 Reporting and funder confidence88653 72Quick Win Q2 gateQ2 2027
12Grant opportunity match against the founder pipelineCAP Strategic P4 Capital readiness88654 71Quick Win Q2 gateQ2 2027
8Workshop curriculum refresh from feedbackPRG Tactical P2 Founder coaching56932 70Fill-In Runs todayQ1 2027
10Program report narrative for the quarterly funder reportPRG Tactical P6 Reporting and funder confidence66833 70Quick Win Runs todayQ1 2027
17Mentor matching with reasonsECO Strategic P3 Founder self-service88655 70Quick Win Q2 gateQ2 2027
21Grant compliance checklist and reporting calendarOPS Tactical P6 Reporting and funder confidence67835 70Quick Win Runs todayQ1 2027
1Board packet first draft from the quarterly numbersED Tactical P6 Reporting and funder confidence65833 68Quick Win Runs todayQ1 2027
4Ecosystem signal digest: policy, funding and peer programsED Strategic P7 Ecosystem voice78552 68Quick Win Q3 gateQ3 2027
14Lender and CDFI partner briefingCAP Tactical P4 Capital readiness57833 68Fill-In Runs todayQ1 2027
9Founder resource navigator agent (pilot)PRG Strategic P3 Founder self-service99475 67Strategic Bet Q3 gateQ3 2027
24Staff policy and handbook answersOPS Tactical P5 Policy and governance46923 67Fill-In Runs todayQ1 2027
15Capital program design: what a revolving micro-loan would needCAP Strategic P1 Strategy and capacity98586 64Strategic Bet Q3 gateQ3 2027
22CRM data hygiene reviewOPS Tactical P5 Policy and governance57644 61Fill-In Q2 gateQ2 2027
19Partner MOU and renewal tracker summariesECO Tactical P6 Reporting and funder confidence46734 60Fill-In Runs todayQ1 2027
25Audit and single-audit preparationOPS Strategic P5 Policy and governance77577 57Strategic Bet Q3 gateQ3 2027

V value · M mission reach · R readiness · E effort (lower is better) · K risk (lower is better). Click a row to read it.

05 / The team

Five seats, one program.

In a seat-by-seat model each leader builds a private Project and the organization drifts into five ways of writing the same report. In a shared model one Project per program holds the method, each seat contributes its inputs, and every funder reads the same numbers. Three design choices make the difference.

ED

Executive Director

Maya Okafor · Board, funders, strategy, public voice

  • #1 Board packet first draft from the quarterly numbers T
  • #2 Funder and legislator talking points by audience T
  • #3 Strategic plan scenario memos S
  • #4 Ecosystem signal digest: policy, funding and peer programs S
  • #5 AI use policy and governance charter first draft S
PRG

Director of Programs

Luis Herrera · Cohorts, workshops, coaching, curriculum

  • #6 Founder session recap and next steps T
  • #7 Cohort application screening against the rubric S
  • #8 Workshop curriculum refresh from feedback T
  • #9 Founder resource navigator agent (pilot) S
  • #10 Program report narrative for the quarterly funder report T
CAP

Director of Capital Access

Dana Whitfield · Loan readiness, grants, investor prep

  • #11 Loan readiness checklist and gap letter T
  • #12 Grant opportunity match against the founder pipeline S
  • #13 Investor pitch feedback at founder pace T
  • #14 Lender and CDFI partner briefing T
  • #15 Capital program design: what a revolving micro-loan would need S
ECO

Director of Partnerships and Ecosystem

Priya Raman · Referrals, mentors, partners, events

  • #16 Referral match note and warm introduction T
  • #17 Mentor matching with reasons S
  • #18 Event recap and partner follow-up pack T
  • #19 Partner MOU and renewal tracker summaries T
  • #20 Regional ecosystem map and gap analysis S
OPS

Director of Operations and Finance

Tom Baxter · Grant compliance, reporting, CRM, HR

  • #21 Grant compliance checklist and reporting calendar T
  • #22 CRM data hygiene review T
  • #23 Outcomes dashboard narrative S
  • #24 Staff policy and handbook answers T
  • #25 Audit and single-audit preparation S

Design choice 1

One Project per program, not per person.

Programs P1 through P7 each get a shared Project with the template, the masking guide and the named reviewer in its instructions. The Executive Director's board packet and the Operations outcomes narrative run in the same place.

Design choice 2

The founder-data rule is written once.

Founders are referenced by code in every tool until a human adds the name in the CRM. Financial statements, loan applications and personal data never enter a chat. The rule is one page and it is in every Project's instructions.

Design choice 3

Two Centers of Influence, named.

The five submitters are the first power users. From staff, pick two more: one coach and one intake or operations person. They carry the habit to the people who were not in the room, including the mentors.

Why this matters for the mission

Capacity got cheap. Trust didn't.

The Executive Director's thesis is that AI lets a five-person team serve more founders without adding a sixth, and report to funders without losing a week each quarter. Thirteen use cases speak to that directly. Two owners warned that staff will hear it as fewer coaches. The policy answer is a sentence the ED says out loud and the committee repeats: more founders served with the team we have. Never fewer people.

06 / Policy and governance

Rules the team already wrote.

The submissions used a shared vocabulary: Green, Yellow and Red data; a named human check; a short pilot with a stop condition; capabilities that are on today and capabilities that wait. The policy below writes those habits down so they survive staff turnover and a new board chair.

Green

Public information, the resource directory, program templates, a leader's own notes and drafts, approved impact numbers, role titles instead of names.

Allowed today in chat and Projects for everyone with a license. Named in 25 of 25 use cases.

Yellow

Founder pipelines, session notes, applications and partner agreements with names, addresses and dollar amounts replaced by codes or bands. Survey comments with identifying details removed.

Allowed with the masking guide and a named reviewer. Publish the guide in the first month. Named in 16 of 25 use cases.

Red

Founder financial statements, loan and grant applications as submitted, personal identifiers, staff pay and performance, funder contract text, bank and ledger exports, anything covered by a data-sharing agreement.

Stays out until the committee rules otherwise, and then only in a system the organization controls. Excluded by name in 10 use cases.

The capability ladder is the governance lever

Rung 1
Chat and Projects. Green now, Yellow once the masking guide ships. Everyone with a license. Use cases #1, 2, 5, 6, 8, 10, 11, 13, 14, 16, 18, 19, 21, 24.
Rung 2
Connected email, calendar and CRM. A named pilot group, access logged, reviewed monthly. #3, 7, 12, 17, 20, 22, 23.
Rung 3
Scheduled tasks and a founder-facing agent. Green-only workloads, transcripts reviewed weekly, a stop condition the committee can pull. #4, 9, 15, 25.

Body 1 · monthly

AI Governance Committee

Chair: Executive Director. Members: Director of Operations and Finance (controls and cost), Director of Programs (founder experience), one board member, counsel on call. Rules on Yellow versus Red, approves each rung, reviews usage and cost, hears every stopped pilot.

Body 2 · every two weeks

Power users

The five submitters plus two Centers of Influence. Owns the shared Projects, the masking guide and the templates. Reports pilot results against baselines and stop conditions.

Body 3 · continuous

Centers of Influence

One coach and one operations person. They onboard the second wave (intake, volunteers, mentors), hold office hours, and are the first call when someone is unsure whether a dataset is Yellow or Red.

07 / The three quarters

Prove, connect, serve.

Each quarter has a theme, a capability rung, a set of pilots and a gate decision the committee makes before the next quarter opens. 14 use cases start in Q1; 7 more in Q2; Q3 is when the scheduled and founder-facing versions switch on. Nothing starts without an owner, a baseline, a review date and a stop condition.

Q1 2027

Prove and protect

Chat and Projects only. Green now; Yellow once the masking guide ships in week four. Seven program pilots, two weeks each. Self-serve fill-ins for the power users.

  • Charter the committee; adopt AI Use Policy v1 (#5)
  • Board packet and funder narratives from one set of numbers (#1, #10)
  • Founder session recaps in every coach's workflow (#6)
  • Loan readiness checklist and referral notes live (#11, #16)
  • Grant compliance calendar built (#21)

Q2 2027

Connect and standardize

Connected email, calendar and CRM for a named pilot group: the five leaders and the two Centers of Influence, with access logging. Shared Projects per program. Outcome definitions agreed with the board.

  • Outcomes dashboard narrative replaces four funder formats (#23)
  • Mentor matching and grant matching with reasons (#17, #12)
  • Cohort screening as an advisory score, gap logged (#7)
  • Ecosystem map and strategic plan scenarios to the board (#20, #3)
  • CRM data standard adopted (#22)

Q3 2027

Serve with guardrails

Scheduled tasks for Green-only workloads. The founder resource navigator agent in a controlled pilot with two partner organizations. The Red-data decision for CRM and finance, informed by the Q2 log.

  • Founder resource navigator agent pilot (#9)
  • Weekly ecosystem signal digest to the ED (#4)
  • Micro-loan program design options to the board (#15)
  • Audit preparation Project with the controller (#25)
  • H2 roadmap refreshed from the measures

Gate 1 · end of March

  • Masking guide in use with zero Red-data incidents
  • At least five of seven pilots met their target or stopped cleanly
  • Policy v1 adopted by the board

Decision: turn on connected email, calendar and CRM for the pilot group.

Gate 2 · end of June

  • Access logging reviewed; no policy breaches
  • Outcome definitions approved by the board and the two largest funders
  • Screening gap between AI and human readers reviewed for bias

Decision: scheduled tasks for Green workloads; navigator agent pilot scope.

Gate 3 · end of September

  • Navigator transcripts reviewed; wrong-referral rate under the threshold the committee set
  • Hours freed and founder response time measured against Q1 baselines
  • Cost per user within the band

Decision: Red-data policy for CRM and finance; H2 roadmap.

08 / Measures

What the committee reads each month.

Every submission named its own baseline and target. The committee needs six numbers that roll those up. All are estimates until the week-one baselines are recorded.

Hours

Hours freed per week, by program

Summed from the pilot logs. The tactical use cases alone claim roughly 18 hours per week across the five leaders; reporting claims a week per quarter.

Founders

Days from first contact to first useful next step

The number founders feel. Measured from the CRM, before and after the navigator and the referral notes.

Funders

Days from quarter close to every report sent

One number for four funders and the board. The reporting program lives or dies on it.

Adoption

Active users and usage band

Light, Medium and Heavy per user. A seat that goes quiet is a Center of Influence problem, not a tool problem.

Incidents

Masking slips and Red-data events

Self-reported under the stop conditions. The target is zero; the useful number is how fast one is caught.

Stops

Pilots stopped on their stop condition

A stopped pilot is a governance success. Report the stops with the wins.

09 / Method

How a real one gets built.

For a real organization, each leader runs the use case generator at usecase.bigimpactgroup.ai and submits five to ten use cases. BiG reads every submission in full, records the owner's own problem statement, the data it touches, the time estimate and the human check, scores all of them on the five dimensions with one reviewer, and groups them into programs by the problem underneath. Start quarters follow three constraints: the capability each use case needs, the gate decisions, and the calendar the organization already keeps for board meetings, funder reports and cohort launches.

Lineage. Hoosier Energy AI Use Case Prioritization (April 2026). Super Radiator Coils AI Use Case Blueprint (October 2026). Crossroads sample: Value 35%, Mission Reach 15%, Readiness 20%, Effort 20% inverse, Risk 10% inverse.

Crossroads Venture Network, its staff and its numbers are invented for this sample. Any resemblance to a real organization is coincidence. Time savings in a real blueprint are the submitters' estimates and are labeled as such.

For ESO Summit attendees

Want this for your team?

Run the generator, submit your use cases, and book a free 30-minute use case strategy review. We will tell you which three we would pilot first and what each would take. The booking link is on the takeaway page.

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