Prosecution Insights
Last updated: May 29, 2026

Burr & Forman LLP - Affirm

13 pending office actions • 1 client • 11 examiners • 5 art units • 0 of 13 (0%) have an AI response strategy ready • 3 patents granted in the last 365 days

Portfolio Summary

13
Total Pending OAs
4
Non-Final OAs
9
Final Rejections
0
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 13 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

4
Overdue
0
Due this week
7
Due this month
2
Due in next 60 days
0
Due later

Deadline Fire Line

Every pending office action with a known statutory deadline, placed on a days-until-due axis. Dots left of Today are overdue; the further right, the more runway. Cases that share a deadline window stack vertically. 13 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (4)Due ≤ 30 days (7)Due ≤ 60 days (2)

Case Difficulty Mix

Difficulty is derived from the rejection statutes on the most recent pending office action. §101-driven and multi-statute cases are graded Hard; §112-only and obviousness-type double-patenting cases are graded Easy; everything else is Medium. "Unknown" means we have not yet parsed a statute for that office action.

9
Hard (69%)
3
Medium (23%)
1
Easy (8%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only9 (69%)
§103 only3 (23%)
§112 only1 (8%)

Industry Mix

How the docket's pending cases split across USPTO tech-center bands.

0
Life Sciences
0% of docket
0
Information Tech
0% of docket
0
Communications
0% of docket
0
Semiconductors
0% of docket
13
Mechanical / Eng
100% of docket
0
Business / Other
0% of docket

Time-on-OA Estimate

Manual office-action response work runs about 10 hours per case. The time-saved bands below show what IP Author's prosecution pipeline typically delivers — a conservative 20% on the low end, 35% in the middle, 50% on the high end.

130 h
Manual time on pending OAs
26 h
Time saved (low, 20%)
46 h
Time saved (mid, 35%)
1.1 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
CAMPEN, KELLY SCAGGS 2 50.7% +31.9%
MALKOWSKI, MARK A 2 47.0% +9.1%
SHAH, BHAVIN D 1 40.6% +21.9%
POINVIL, FRANTZY 1 79.2% +15.8%
RANKINS, WILLIAM E 1 57.7% +8.4%
PROIOS, GEORGE N 1 55.0% +36.1%
KANERVO, VIRPI H 1 47.6% +47.8%
WEINER, ARIELLE E 1 43.3% +53.0%
MUSTAFA, MOHAMMED H 1 35.6% +31.3%
AKINTOLA, OLABODE 1 50.3% +8.9%

Hard Cases (9)

Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 8 ordered by deadline are shown.

App #TitleExaminerDue in
17546292 System, Method and Apparatus for Providing Improved Electronic Disclosure of Credit Terms AKINTOLA, OLABODE 30d overdue
17828507 METHOD AND APPARATUS FOR FACILITATING AN AGGREGATED MARKETPLACE FOR PROVIDING FINANCING OFFERS IN AN ONLINE COMMERCIAL ECOSYSTEM MALKOWSKI, MARK A 17d overdue
17401938 System, Method and Apparatus for Making Credit Decisions at a User-Level MALKOWSKI, MARK A 9d overdue
18197873 TOOLS FOR PURCHASING TRANSACTIONS PROIOS, GEORGE N 23d
17950527 SYSTEM, METHOD AND APPARATUS FOR OPTIMIZATION OF FINANCING PROGRAMS MUSTAFA, MOHAMMED H 23d
18827743 REFINANCING TOOLS FOR PURCHASING TRANSACTIONS POINVIL, FRANTZY 27d
18615278 METHOD AND APPARATUS FOR DEFINING A DISTRIBUTED PAYMENT SYSTEM CAMPEN, KELLY SCAGGS 28d
18891122 METHOD AND APPARATUS FOR ANALYZING UNSTRUCTURED DATA TO CONDITION SIGNALS FOR FACILITATING PROVISION OF MERCHANT LOSS PREVENTION SHAH, BHAVIN D 29d

Interview Candidates (8)

Cases in front of an examiner whose interview lift is 10 percentage points or more — i.e. interviewed cases historically resolve more favorably than non-interviewed ones. The top 8 ordered by deadline are shown.

App #TitleExaminerDue in
18111637 SYSTEM, METHOD AND APPARATUS FOR FASTER ACH TRANSFER PROCESSING KANERVO, VIRPI H 42d overdue
18197873 TOOLS FOR PURCHASING TRANSACTIONS PROIOS, GEORGE N 23d
17950527 SYSTEM, METHOD AND APPARATUS FOR OPTIMIZATION OF FINANCING PROGRAMS MUSTAFA, MOHAMMED H 23d
18827743 REFINANCING TOOLS FOR PURCHASING TRANSACTIONS POINVIL, FRANTZY 27d
18623492 SYSTEM, METHOD AND APPARATUS FOR PROVIDING USER CONTROLLED REPAYMENT CAMPEN, KELLY SCAGGS 28d
18615278 METHOD AND APPARATUS FOR DEFINING A DISTRIBUTED PAYMENT SYSTEM CAMPEN, KELLY SCAGGS 28d
18891122 METHOD AND APPARATUS FOR ANALYZING UNSTRUCTURED DATA TO CONDITION SIGNALS FOR FACILITATING PROVISION OF MERCHANT LOSS PREVENTION SHAH, BHAVIN D 29d
17958641 INTEGRATION OF FINANCING INTO A CUSTOMER SELF-CHECKOUT INVOLVING SCANNING PRODUCTS WITH A USER DEVICE WEINER, ARIELLE E 54d

Client Portfolio (1 client)

Client (Assignee)Pending OAs
Affirm 13

Top Art Units

Art UnitApps
36944
36914
36932
36962
36891

Pending Office Actions

App #TitleClientExaminerArt UnitStatutesStatusDue inAIFiled
18891122 METHOD AND APPARATUS FOR ANALYZING UNSTRUCTURED DATA TO CONDITION SIGNALS FOR FACILITATING PROVISION OF MERCHANT LOSS PREVENTION Affirm, Inc. SHAH, BHAVIN D 3694 §101 Final Rejection 29d Pending Sep 20, 2024
18827743 REFINANCING TOOLS FOR PURCHASING TRANSACTIONS Affirm, Inc. POINVIL, FRANTZY 3693 §101 Final Rejection 27d Pending Sep 07, 2024
18807839 SYSTEM, METHOD AND APPARATUS FOR EMPLOYING MACHINE LEARNING TO PREVENT OVERDRAFT FEES Affirm, Inc. RANKINS, WILLIAM E 3694 §112 Final Rejection 29d Pending Aug 16, 2024
18623492 SYSTEM, METHOD AND APPARATUS FOR PROVIDING USER CONTROLLED REPAYMENT Affirm, Inc. CAMPEN, KELLY SCAGGS 3691 §103 Non-Final OA 28d Pending Apr 01, 2024
18615278 METHOD AND APPARATUS FOR DEFINING A DISTRIBUTED PAYMENT SYSTEM Affirm, Inc. CAMPEN, KELLY SCAGGS 3691 §101 Non-Final OA 28d Pending Mar 25, 2024
18197873 TOOLS FOR PURCHASING TRANSACTIONS Affirm, Inc. PROIOS, GEORGE N 3694 §101 Non-Final OA 23d Pending May 16, 2023
18111637 SYSTEM, METHOD AND APPARATUS FOR FASTER ACH TRANSFER PROCESSING Affirm, Inc. KANERVO, VIRPI H 3691 §103 Final Rejection 42d overdue Pending Feb 20, 2023
17958641 INTEGRATION OF FINANCING INTO A CUSTOMER SELF-CHECKOUT INVOLVING SCANNING PRODUCTS WITH A USER DEVICE Affirm, Inc. WEINER, ARIELLE E 3689 §103 Non-Final OA 54d Pending Oct 03, 2022
17950527 SYSTEM, METHOD AND APPARATUS FOR OPTIMIZATION OF FINANCING PROGRAMS Affirm, Inc. MUSTAFA, MOHAMMED H 3693 §101 Final Rejection 23d Pending Sep 22, 2022
17828507 METHOD AND APPARATUS FOR FACILITATING AN AGGREGATED MARKETPLACE FOR PROVIDING FINANCING OFFERS IN AN ONLINE COMMERCIAL ECOSYSTEM Affirm, Inc. MALKOWSKI, MARK A 3696 §101 Final Rejection 17d overdue Pending May 31, 2022
17546292 System, Method and Apparatus for Providing Improved Electronic Disclosure of Credit Terms Affirm, Inc. AKINTOLA, OLABODE 3691 §101 Final Rejection 30d overdue Pending Dec 09, 2021
17401938 System, Method and Apparatus for Making Credit Decisions at a User-Level Affirm, Inc. MALKOWSKI, MARK A 3696 §101 Final Rejection 9d overdue Pending Aug 13, 2021
17355725 System, Method and Apparatus for Modeling Loan Transitions Affirm, Inc. PARK, YONG S 3694 §101 Final Rejection 34d Pending Jun 23, 2021

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