GAF-J

The job hunt engine that can't lie about you.

Your AI writes the resume, the interview prep, the one-pager, the thank-you. Your record is the only thing it's allowed to draw from. Everything stays on your machine.

> VALIDATE resume.experience[2].bullets[1] … BLOCKED · nearest record: "managed a cross-functional team"
> VALIDATE cover.body … PASSED

What it produces

Seven documents. One synthetic candidate. Every number traces to a record.

Jordan Reyes, Northwind Outdoor, Lumen Home, and Priya Nandakumar do not exist. No real person's data appears anywhere in this set. That is the product's first rule, demonstrated.

02 · Pre-send gate reportmd

Attempt 1 BLOCKED

highlight_body_match · highlights[3]
"40+ brands onboarded in 14 months" No body bullet contains this phrase. Nearest: "40+ DTC brands onboarded in 14 months". Align wording exactly.
no_derived_tenure · summary
"7+ years in fulfillment" Computed from dates; no tenure claim on any cited record.
no_dashes · experience[0].bullets[2]
"restock flow — returning" Em dash in an outbound document.

Result: not sendable. Regenerate.

Attempt 2 PASS · 8.4

Cost per order and unit economics109
On time performance and peak readiness99
Returns and reverse logistics88
WMS and systems implementation87

Provenance: 14 claims, 14 resolved to confirmed records. 0 unresolved.

01 · Resume, gateddocx

Jordan Reyes

Director of Fulfillment Operations | DTC Fulfillment, Returns & Carrier Strategy
Portland, OR · jordan.reyes@example.com · 503 555 0142

Career Highlights
  • 18% reduction in cost per order. $11.40 to $9.35 across 1.2M annual orders at Northwind Outdoor, through slotting redesign, pick path optimization, and a carrier RFP, not headcount cuts.
  • On time ship rate from 91% to 98.5%. Held through two peak seasons by building the daily operating cadence, exception queue, and SLA dashboard the floor runs on.
  • Returns cycle time cut from 9 days to 4. Redesigned inspection and restock flow; restocked inventory value up $1.3M in the first year.
  • 40+ DTC brands onboarded in 14 months. Documented launch playbooks at Brightline Fulfillment on a standard 21 day timeline.
  • $640,000 annual carrier savings. Led the parcel RFP across four carriers, aligning service levels to zone mix.
Experience

Senior Manager, Fulfillment Operations | Northwind Outdoor Co Mar 2022 to Present

Direct to consumer outdoor gear retailer, 1.2M orders a year from two owned fulfillment centers. Team of 24 through 3 shift leads.

03 · Interview prepmd

Lumen Home Round 2 · Priya Nandakumar, VP Operations

Tue 9/15, 10:00 AM PT · Google Meet · 45 minutes

The one thing to understand

Priya owns the number this role exists to move. The posting leads with cost per order and says "peak" four times. She is deciding whether you can take a fulfillment operation that broke last November and make it not break this November, with the same headcount.

Posture

CAREFUL OPERATOR. Specific, numeric, calm. Every answer names the mechanism, not just the result.

Gaps, in the open

Furniture and bulky freight. "I want to be direct: my volume has been parcel, apparel, and outdoor gear. I have not run LTL heavy fulfillment…"

04 · Thank-you draft, day aftermd

Gate: PASS. Quote claim resolved verbatim to the R2 debrief.

05 · One-pager, print itpdf

LUMEN HOME ROUND 2 · Priya Nandakumar

Posture: CAREFUL OPERATOR. Mechanism first, number second. Under 90 seconds.

Stories, know cold
  • 18% cost per order. $11.40 to $9.35 across 1.2M orders. No headcount cut. Her headline metric.
  • 91% to 98.5% on time through two peaks. The "will it break in November" answer.
  • Returns 9 to 4 days, $1.3M back to sellable. Lumen sells furniture; returns are their leak.
Raise gaps first. Bulky: "I have not run LTL heavy fulfillment. The discipline transfers." WMS: "I led the implementation. I inherited the vendor choice."
Do not

Claim vendor selection · claim bulky experience · run past 90 sec · name a number

06 · Practice workbook, carrier invoice auditxlsx

Invoices 40 rows · 5 planted anomalies · 1 duplicate · 1 orphan carrier

InvoiceIDDateCarrierServiceLbsBilled
INV-51012026-07-18C3WGL635622.30
INV-51022026-06-01C3EXP198336.60
INV-51042026-07-19C2GND753470.71
INV-51072026-08-15C1EXP526894.20
Tasks, timed
2Add CarrierName with XLOOKUP. One invoice returns NOT FOUND. Which, and why does an auditor care?3 min
5SUMIFS and COUNTIFS the overbilled variance. How many, how much?3 min
7Pivot: sum of Variance by CarrierID, then by month. Chart it.5 min

Answer key on its own sheet.

07 · Tracker snapshotxlsx

The campaign, one sheet

CompanyRoleFitStatusNext step
Lumen HomeDirector of Fulfillment Ops8.4AppliedThank you sent 9/16
Alder & PineHead of Logistics7.9AppliedRecruiter screen 9/18
Kestrel CommerceSr Manager, Fulfillment7.2To ApplyResume built, gate PASS 7.6
Grand Isle FurnitureVP Supply Chain5.1PassRelocation required
Brightwater 3PLDir, Client Onboarding6.8RejectedScreened out 8/28

Notes: "Decision expected by 9/26, do not nudge." Fit scores, stages, decision windows, exported on demand.

Sample set generated for a synthetic candidate record. Every sheet above is real output, not a mockup.

01

Feed it your resumes

It builds a verified record. You confirm it line by line — nothing goes in unconfirmed.

02

It scores the posting

Weighted categories, evidence strength per category, a fit score, a verdict.

03

Your AI writes, the gate checks

Anything your record can't back gets blocked, with the exact span and why. Three attempts, then it stops.

04

It preps every round

Prep built from the posting, the interviewer, and your prior rounds, not a template. A one-pager for the 90 seconds before the call: stories, gaps to raise first, questions, do-nots. Print it. Write on it.

05

It closes the loop

A practice workbook if the round has a test. A thank-you the day after that quotes what they actually said, verbatim from your debrief. A tracker with fit scores, stages, and decision windows.

Privacy

One SQLite file on your PC. Nothing leaves.

Packets carry only the records you confirmed, and only to the AI you chose. Bring your own subscription; we never see your data.

Free & local

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Bring your own AI subscription. Everything else included.

Credits

coming soon

We relay to a model for you. Pay per document. No subscription.