Enhancing Efficiency in Brokerage Operations: What to Automate First
Updated October 2026. First published April 2024.
The 2024 version of this post listed technologies: automation, analytics, cloud, RegTech, and cybersecurity. All of them are real. None of them tells an operations manager with budget for one project this year which workflow to pick.
Here's the method we'd use instead. Score each manual workflow on four questions, then start where the answers stack up.
Four Questions for Each Workflow
- Is there a regulatory clock? We mean a deadline set by a rule, not by habit. Under T+1, the Regulation T payment period ends on the third business day after trade date, because 12 CFR 220.2 defines it as the settlement cycle plus two business days. Under Rule 17a-13(b)(5), unresolved count differences go into a security count difference account within 7 business days of the quarterly count.
- Does someone outside the firm have to answer? A custodian confirming free funds, a lender confirming a borrow, and a prime broker sending an F1SA all fit. You control your half of these exchanges. You don't control the reply.
- How many are there? Count them per day or per quarter, and count the ones still open when the clock runs out.
- What does an examiner ask for? If the answer is the request, the reply, and who reviewed them, the workflow produces communications that Rule 17a-4(b)(4) requires you to keep for three years, the first two in an easily accessible place.
How Common Workflows Score
| Workflow | Regulatory clock | Who has to answer | Shared industry channel |
|---|---|---|---|
| Allocation, confirmation, and affirmation | End of trade date, under SEC Rule 15c6-2 | Investment manager and custodian | Yes: central matching and DTC's affirmation cutoff |
| Letter of Free Funds for a DVP delivery to a broker-dealer custodian | Before delivery; the Reg T payment period ends on the third business day | The custodian | No single channel; letters move through networks, email, and fax |
| 17a-13(b)(3) verification of loans, borrows, repos, and fails open more than 30 days | Each quarter; differences recorded within 7 business days | Each counterparty | No single channel |
| SIA-150 and F1SA collection for prime brokerage accounts | None in a rule, but without the forms each trade needs a letter | The prime broker | No single channel |
| Stock record reconciliation against depository positions | Daily, by your own procedures | No one outside the firm | Not needed |
Start Where the Clock Meets the Counterparty
The workflows with both a regulatory clock and a counterparty are where manual work grows fastest and where extra staff helps least. An analyst can't make a custodian reply sooner by staying late. Software can send each request in a standard format to the right desk, show which requests are still open, and flag the ones close to the deadline. Those jobs are most of the work.
The affirmation numbers show what happens when a workflow like this gets a shared channel and a standard message. At the end of January 2024, 73% of trades were affirmed by DTC's 9:00 p.m. ET cutoff on trade date. After T+1 took effect on May 28, 2024, nearly 95% were, according to the SIFMA, ICI, and DTCC after-action report. Letters between firms have no single shared channel, so each firm has to bring its counterparties onto one, a counterparty at a time.
When two counterparty workflows both score high, volume decides the order. An undocumented prime brokerage relationship can produce more than 100 Letters of Free Funds a day for one account, as in this executing broker's case. That's a different project from fifty 17a-13 confirmations a quarter.
Leave Some Work Where It Is
A workflow with no clock, no outside party, and a handful of items a month doesn't need a project. Write the procedure down, name an owner, and check that the spreadsheet isn't the only record of a regulatory decision. If it is, the spreadsheet has become a system of record, and you should treat it as one.
Internal reconciliations sit in the middle. They run daily and they matter for customer protection, but the data is your own and the fix lives in your own systems. We'd automate them after the counterparty work, because no one outside the firm can hold them up.
Count Before You Buy
Before you pick, get four numbers for each candidate: items per day or quarter, the share answered inside the clock, the age of the oldest open item today, and staff hours per week. The hours are the hard number to get, because the work is spread across operations, IT, compliance, and information security. Automated Isn't Free. It's Unpriced. shows where those hours hide in a letter workflow run on an emailer and a spreadsheet.
Then rank. At most self-clearing firms, we'd expect the free funds letters and the 17a-13 confirmations near the top. That's the work Loffa's products handle, so weigh our view as a vendor's. Your counts should decide.
This post is for informational purposes only and does not constitute legal advice. For guidance on specific regulatory obligations, consult your counsel or compliance advisor.