Top Bankruptcy AI Agents June 2026 | Glade AI
Chapter 13 Cases and Petition Preparation
Chapter 13 cases run 36 to 60 months, and every one starts with the same petition gauntlet: collect six months of paystubs and tax returns, order and key in a tri-merge credit report, run the means test to set the payment floor, draft a feasible plan that funds secured arrears and trustee fees, then get everything filed before the creditor matrix and schedules drift out of sync. Miss one step or mismatch one creditor location and the case stalls at confirmation or gets bounced by the clerk. With bankruptcy filings rose 11 percent in 2025, high-volume practices face mounting pressure to process cases faster without adding headcount.
TLDR
- Event-driven intake, automated credit-report parsing, and paystub extraction collapse the 8-hour petition baseline to roughly 2 hours across Chapter 7 and 13 cases.
- Feasibility surfaces before the engagement letter: means test math, Chapter 13 plan calculations, and liquidation floors run automatically so you stop quoting cases you cannot confirm.
- Same-day PACER filing, semantic notice classification, and bifurcated retainer automation close the gaps that stall high-volume firms at 200 active matters.
- Glade runs the means test, plan feasibility, and trustee fees through deterministic engines so court-filed math stays defensible while AI parses documents and notices across 94 districts.
Automate Client Intake and Document Collection to Stop Chasing Missing Files
Thursday afternoon, a paralegal holds 40 active Chapter 13 cases, and 17 are waiting on a paystub, tax return, or creditor statement the client swore was coming last week. That backlog stalls petition prep before it starts.
Event-driven intake closes the gap. Requests fire when a case hits a defined status, reminders dispatch when a client misses an upload deadline, and the next nudge waits for the upload event instead of a calendar tick. For joint Chapter 13 filers, the request engine deduplicates shared household records (deeds, tax returns, mortgage statements) and asks for per-debtor artifacts (IDs, credit counseling certificates) separately.
If outstanding documents live in a spreadsheet chased by hand, petition prep cannot scale past what your paralegals can hold in their heads.
Parse Credit Reports and Populate Creditor Matrices in One Pass
Line-by-line transcription of a tri-merge credit report runs an hour per case before anyone checks Schedule D against the creditor matrix. Firms that tighten drafting here see 25 to 35 percent faster case processing.
A one-click pull from Experian, TransUnion, and Equifax should populate Schedules D, E, and F in one pass using dedicated bankruptcy case management software. The AI classifies each trade line as secured, priority, or general unsecured, captures creditor names and notice locations, and writes balances into the correct schedule.
Design out the silent mismatch: a creditor listed on Schedule D with a different mailing location than the matrix gets flagged by the clerk and bounces the filing. One extraction event writing to both records keeps them aligned.
Extract Paystub Data Automatically to Surface Feasibility Before Filing
Six months of paystubs across three employers, half phone-photographed at odd angles, decides whether a Chapter 13 plan is fundable or dead on arrival. Miss a frequency multiplier and Schedule I drifts off the means test floor.
Line-item extraction should pull gross, taxes, retirement, and other withholdings from any employer's format without per-template setup. Pay-period detection (weekly, biweekly, semimonthly, monthly) feeds calendar-accurate multipliers instead of the 4.33x shortcut that overstates monthly income on biweekly checks.
Income lands in Schedule I and Form 122 the moment paystubs upload, so feasibility surfaces before you build a petition you cannot confirm.
Run the Means Test at Intake to Screen Chapter Eligibility Before You Sign
Run the means test the moment paystubs land, not after you have drafted half a petition. Median comparison against state and household size, allowed expense deductions, and Chapter 7 eligibility resolve before the engagement letter goes out.
For above-median Chapter 13 debtors, the higher floor between the means test and liquidation analysis sets the binding minimum for unsecured payout across the 36 or 60 month plan.
Treat this as a case-selection gate. Cases failing feasibility get repriced, restructured, or declined at intake.
Calculate Chapter 13 Plan Feasibility in Real Time as Income Lands
Above-median Chapter 13 cases live or die on one reconciliation: disposable income against the binding payment floor, with secured arrears, priority claims, and trustee fees on top. Spreadsheet drafts break every time a claim amount or rate changes.
A calculation engine resolves claims by treatment rule, loads trustee fees and no-look caps per district, and surfaces the binding row between means test and liquidation automatically.
| Plan input | Spreadsheet | Calculation engine |
|---|---|---|
| Trustee fee | Manually keyed | Auto-applied per district |
| Means test floor | Side calculation | Binding row enforced |
| Claim updates | Rebuild formulas | Real-time recompute |
| Audit trail | Save-as files | Frozen finalization state |
Move feasibility to intake. If Schedule I minus J cannot fund the binding minimum plus arrears across 36 or 60 months, restructure the case before the retainer clears, not at confirmation.
Submit Petitions the Same Day to Keep Signature Dates Aligned
Prepare a petition Tuesday, file it Wednesday, and the signature dates no longer match the filing date. The court bounces it. Industry reporting puts roughly 12 to 15 percent of bankruptcy petitions in delay or rejection territory over missing or incorrect details.
Same-day submission closes this gap. Required-field gates block submission until credit counseling completion dates, district-mandatory forms, and debtor signatures are present. Signatures and dates generate at filing time, grouped by signer role, so the packet leaves with one consistent date. Automated PACER coverage depends on your federal district; outside supported districts, submission stays manual.
Classify and Route Court Notices Automatically Before Anyone Opens the Inbox
A Chapter 13 case runs 36 to 60 months. Multiply that by 200 active matters and the shared inbox breaks. Notices pile up, the same PDF gets opened three times (three PACER fees), and a deficiency surfaces the morning before the deadline.
Semantic classification reads document function, so a 341 notice from CANB and one from NCEB resolve to the same type without per-district rules. Hearing dates, courtroom, Zoom credentials, and trustee contact land on the calendar. Specific notice types fire downstream actions: client text on 341 scheduling, paralegal task on deficiency, status change on discharge.
Ingest once, charge PACER once, let routing decide who acts.
Automate Bifurcated Payment Plans to Catch Delinquency Before the Case Stalls
Thirty to 60 bifurcation cases a month means 300-plus active installment schedules running in parallel. Manage that by hand and delinquency surfaces three weeks late, after the case has already stalled.
Monitor Post-Filing Events and Trigger Actions Before Dismissal Notices Surface
A confirmed plan is not a closed case. Trustee payments slip, debtors lose jobs in year three, and a Motion to Dismiss surfaces weeks before anyone notices the missed installments.
Event-triggered monitoring keeps the file warm without a calendar review. Notices classified as Motion to Dismiss, Motion for Relief from Stay, or trustee delinquency fire paralegal tasks same-day. Hardship signals (income drop, returned payment, relocation) route to an attorney queue with the plan payment surfaced inline. At-risk dashboards rank cases by severity, so modifications get drafted before dismissal.
Track Paralegal Throughput and AR Velocity to Staff Before the Backlog Forces It
Hiring on gut feel breaks at 100 cases a month. You need per-paralegal filings, cases in prep, and dropped or archived counts side by side before the next headcount conversation.
Task analytics measure how long each workflow step takes across the team, surfacing the tasks that create rework or stall. AR velocity and lead-source conversion sit alongside that, so marketing spend and staffing decisions rest on output data instead of impression.
Run the practice off the numbers, not the meeting.
How Glade AI Automates All 12 Workflows for High-Volume Chapter 13 Practices
Glade is the AI operating system for Chapter 7 and Chapter 13 practices, taking the 8-hour petition baseline to roughly 2 hours.
The split: AI parses credit reports, paystubs, and notices across 94 districts; deterministic engines run the means test, plan feasibility, and trustee fees so court-filed math stays defensible using Glade's Chapter 13 workflow template. Single-entry propagation writes a value once into 21+ linked fields.
| Workflow layer | Glade capability |
|---|---|
| Intake | Event-driven engine, 15 triggers, 5 actions |
| Petition prep | Tri-merge credit pull, paystub extraction, exemptions agent |
| Chapter 13 plan | Server-side calculator, 90 districts |
| E-filing | Automated PACER in 14 districts |
| Notices | AI classification, calendar routing |
| Payments | Bifurcated retainers, retry logic |
| Compliance | Abacus and Sage enrollment, 180-day alerts |
| Intelligence | Paralegal throughput, AR velocity |
Retired: the Best Case plus Clio plus Court Drive patchwork, and the homegrown mail parsers and Infusionsoft sequences one person quietly owns. Setup runs in days.
Final Thoughts on Scaling Chapter 13 Volume Without Multiplying the Spreadsheets
Every workaround eventually becomes the production system. The intake checklist grows a new tab, the plan calculator gets copied into a version someone forgot to update, and the shared inbox holds 900 unclassified notices because routing rules broke when the paralegal who built them left in February.