ABA TECHSHOW 2026: What Actually Won, What Flopped, and What Your Firm Should Do Next

What the Startup Alley Results Actually Mean

The winner of the 2026 ABA TECHSHOW Startup Alley vote wasn't the most technically ambitious product on the floor. CollBox — an AI-powered accounts receivable platform — took the top prize from more than 4,000 attending practitioners. Candle AI, which we spotlighted in our March 13 preview, came in second.

That result tells you something more useful than a conference leaderboard normally does. CollBox won because lawyers at small and solo practices voted for cash flow over cutting-edge. Co-founder Matt Darner put the problem plainly in his pitch: attorneys wait an average of 97 days to get paid. CollBox automates collections on unpaid invoices and claims to have recovered more than $100 million for law firms in the past year. The pitch was simple: get paid 40% faster without turning lawyers into bill collectors. The crowd voted for the thing that would stop a known operational problem — not the most impressive AI demo.

This sits alongside a broader data picture. According to SurePoint's 2025 State of the Legal Industry Report, 63% of mid-sized law firms have formally adopted generative AI — but 81% of firm leaders report concern about reliability and risk. AI hallucinations in US court filings hit 487 instances in 2025, more than 10x the count from 2024. Adoption is now majority. Confidence is still in the minority. The Startup Alley vote reflected that gap: practitioners picked the tool that addressed a problem they knew was real, not the one that promised the most capable AI.

What Won: The Tools That Held Up Under Practitioner Scrutiny

Two tools from the Startup Alley class earned clear validation: CollBox (first place) and Candle AI (second). The other tools we previewed — LegalBridge, Sonar Legal, and pre-launch Bradwell — told a more nuanced story. Here is where each stands after the conference floor.

What Flopped: Impressive Demos, Weak Real-World Cases

The conference floor mood was not excitement. It was pragmatic exhaustion. Michael Cornelison, CIO at Duggan Bertsch, said it from the floor: “Everyone says they have AI, so it's a lot of noise out there.” Fran Nay, from an estate planning firm, said her firm had been testing AI tools for six months and now had “a fairly good idea of what it can't do.” Six months in, and the takeaway was what AI cannot do. That is where small firm owners actually are.

Against that backdrop, Bradwell and EstateScribe competed in Startup Alley without placing, and without generating usable practitioner reaction data from the floor. Bradwell is still pre-launch — Q2 2026 expected — with no specific pricing or attendee feedback surfacing from the conference. EstateScribe competed, did not place, and pricing remains undisclosed. Both carry real potential for small practices in their respective categories — all-in-one AI workspace for drafting and research; automated estate plan generation from client intake — but neither is ready for an evaluation you can complete this quarter.

Impressive conference demos do not translate to a current recommendation for a firm that needs to act now. Bradwell and EstateScribe belong on a Q2 calendar review. If you are in estate planning in Wyoming or Nevada — the jurisdictions currently shown on EstateScribe's site — a demo request now may still get you early-adopter pricing before a broader launch. For everyone else, wait until the tools are actually available before spending evaluation time on them.

Bradwell, EstateScribe, and the 3-Question Framework for What to Adopt Next

Two more tools from this year's Startup Alley class earned sustained practitioner attention — and there is a specific three-question framework that tells you whether any of these tools belongs in your practice. Premium subscribers get the full breakdown.

• •Bradwell — All-in-one AI workspace for drafting, redlining, research, and document management. How it performed under attorney scrutiny at TECHSHOW vs. the pre-conference pitch.
• •EstateScribe — Automated jurisdiction-specific estate plan generation from client intake. What solo estate planning attorneys who saw the demo actually said.

What to Do This Week (Before the Conference Energy Fades)

Start with practice type, not conference buzz. If your firm does immigration work, LegalBridge is the one to request a demo on — the case prep time reduction claim held up under practitioner scrutiny, and they have deployments at firms under 10 people. For estate planning, EstateScribe automates the intake-to-plan workflow that most solo attorneys still do manually, with jurisdiction-specific output. General practice or litigation? Candle AI handles the email and calendar load that quietly eats partner time every morning. Sonar Legal is the lower-commitment entry point — a Word add-in with a one-day onboarding.

The timing of your outreach matters as much as the tool you pick. The two weeks after a major conference are when early-stage founders are most responsive — they have just absorbed two days of direct practitioner feedback and are actively refining their demos, pricing, and onboarding. A trial request sent this week gets a different response than the same request sent in May. If you are going to evaluate one of these tools, the window is now.

The mistake most firm owners make after a conference is adding five tools to a list and evaluating none of them. Pick the one that maps to the highest-cost manual task in your practice right now. Request the demo this week, while the founders are still in “early adopter” mode.