MYCASE VS. SMOKEBALL: THE ULTIMATE AI SHOWDOWN OF 2026

THE AI BATTLE: MYCASE OR SMOKEBALL?

Every legal practice management platform on the market now claims to be "AI-powered." It's become the default marketing line, slapped onto feature pages the way "cloud-based" was a decade ago. But for small and mid-size law firms trying to decide where to put their subscription dollars, the real question isn't whether a platform has AI — it's whether that AI actually saves time, reduces risk, and fits into how lawyers already work.

Two of the most talked-about names in this space right now are MyCase, with its "8am IQ" (formerly MyCase IQ) assistant, and Smokeball, with its AI matter assistant Archie. Both platforms serve a similar customer — solo practitioners and small-to-mid-size firms — but they've taken genuinely different paths to get AI into a lawyer's daily workflow. This article breaks down how each one actually works, where each pulls ahead, and which type of firm each is built for.

The Short Answer

If you want a single-sentence verdict: Smokeball currently offers the more advanced and more deeply embedded AI experience, while MyCase offers a simpler, more affordable AI layer that's easier to pick up on day one.

But that one-liner hides a lot of nuance, so let's unpack both platforms properly.

MyCase's 8am IQ: AI Built Into an Already-Simple Platform

MyCase has long been known as one of the most approachable practice management tools on the market — the kind of software a firm switching off paper or spreadsheets can pick up with minimal training. Its AI layer, now branded 8am IQ, is built on OpenAI's large language model technology and lives directly inside the existing MyCase workspace.

The AI toolkit breaks down into a few core pieces:

Text Editing and Drafting. Available across notes, messages, tasks, and invoice descriptions, this feature can summarize unstructured text, clean up grammar and tone, rephrase for clarity, and even translate to and from Spanish. It's a general-purpose writing assistant layered across nearly every text field in the platform.

Document Assistant. This tool extracts and summarizes key information from documents already stored in a matter, helping attorneys prep for calls or meetings without re-reading an entire file from scratch. It's explicitly positioned as a review aid rather than a replacement for actual attorney review — a distinction MyCase is careful to spell out.

Case Assistant (Advanced tier). This is MyCase's conversational interface, letting users ask natural-language questions about a case and pull answers from documents, notes, calendar events, tasks, client portal messages, SMS, and call logs — all without digging through folders manually.

Ajax for automatic time capture. A newer addition, Ajax automatically drafts and syncs time entries as attorneys work across email, documents, calls, and meetings, aiming to reduce lost billable time.

The pricing structure is part of what makes MyCase attractive: 8am IQ features start on the Pro plan at roughly $89–100/user/month, with the more advanced Case Assistant reserved for the Advanced tier. Compared to some competitors that gate AI behind premium enterprise pricing, MyCase's AI features arrive relatively early in its plan structure.

The trade-off is scope. MyCase is explicit that its AI is not a legal research tool — attorneys still need a dedicated research platform for case law — and its AI is best understood as a productivity layer for internal workflow, not a research or drafting powerhouse.

Smokeball's Archie: From Simple Assistant to Agentic AI

Smokeball has taken a more ambitious swing. Its AI assistant, Archie, launched in mid-2024 and has just undergone what the company calls its biggest overhaul yet — a shift from a "one-shot" retrieval-based assistant to a genuinely agentic, multi-step reasoning system.

Here's what that shift actually means in practice. Earlier versions of Archie worked more like a smart search-and-summarize tool: ask a question, get an answer pulled from matter data. The new generation of Archie can reason across multiple steps — retrieving deeper context, evaluating its own draft response, and refining it before delivering an answer, rather than producing a single best-guess output.

The bigger change, though, is where Archie lives. Rather than functioning as a separate chat window, Archie is now embedded directly inside:

Microsoft Word, where it can assist with drafting inside the documents lawyers are already writing.
Microsoft Outlook, where it can summarize entire email threads, draft or refine replies with full matter context, and suggest responses that adapt to how a specific attorney writes.
The matter homepage itself, via an "Archie Matter Widget" that surfaces contextual suggestions without requiring users to leave the page they're already on.
Archie Suggestions, a proactive feature that analyzes a matter and surfaces next steps — drafting help, document analysis, task creation — before the attorney even asks.

Smokeball has also built out Archie Apps: purpose-built tools for specific high-effort tasks that early users kept trying to force onto general-purpose Archie, like summarizing dozens of medical records, analyzing spending across multiple bank statements, or assembling full case chronologies. Rather than stretching a single chat assistant to handle those specialized jobs, Smokeball built dedicated apps — including a transcription tool — that live inside the same Archie workflow.

Adoption numbers back up the momentum: since January 2026, prompt volume on the platform has grown by more than 240%, and is now over ten times what it was at launch. Roughly 40% of prompts now come from saved templates rather than being typed from scratch, suggesting firms are building repeatable AI workflows rather than treating Archie as a novelty.

Smokeball has also struck a notable partnership with Thomson Reuters, integrating CoCounsel Legal AI — built on Westlaw and Practical Law content — directly into the platform. That pairing matters because it addresses the one thing Archie isn't built for: authoritative legal research. Instead of switching between disconnected systems, Smokeball users can move from managing a matter with Archie to researching and drafting with CoCounsel, all inside one environment.

On pricing, Archie is available as an add-on subscription for firms on Smokeball's Grow and Prosper+ tiers, meaning it isn't bundled into every plan the way some of MyCase's entry-level AI tools are.

Where the Two Platforms Genuinely Differ

Depth of integration. This is Smokeball's clearest advantage right now. Embedding Archie directly into Word and Outlook — the two applications most lawyers already live in all day — removes the friction of switching to a separate AI tab. MyCase's 8am IQ, by contrast, lives inside the MyCase platform itself, which is powerful for firms that already do most of their work there, but less useful if a firm's drafting happens primarily in Word outside the platform.

Reasoning complexity. Smokeball's shift to agentic, multi-step reasoning represents a more technically advanced approach than a single-pass generative response. It's designed to double-check and refine its own output before presenting it, which — at least in theory — should reduce the kind of confidently wrong answers that plague simpler AI tools.

Research capability. Neither platform claims to be a legal research engine on its own, but Smokeball's Thomson Reuters partnership gives it a more direct, native path to case law research through CoCounsel. MyCase, by comparison, explicitly tells users to pair it with a separate dedicated research tool.

Cost and accessibility. MyCase wins clearly here. Its AI features begin at a lower price point and appear earlier in its plan tiers, while Smokeball gates Archie behind an add-on available only on its higher Grow and Prosper+ tiers. For a cost-sensitive solo practitioner, MyCase's AI is simply easier to access without a bigger spend.

Third-party AI ecosystem. MyCase's own integration set for external AI tools is comparatively narrow, and firms commonly pair it with standalone tools like Spellbook or CoCounsel for research and contract drafting, saving the output back into the matter manually. Smokeball has moved to close that gap directly through its CoCounsel partnership rather than leaving firms to stitch tools together themselves.

Data security posture. Both platforms make a point of ring-fencing client data. Smokeball states plainly that Archie operates in a secure, ring-fenced environment and that client data is never shared outside the platform or used to train external models. MyCase likewise emphasizes that its AI tools work within the firm's existing account permissions and data. Neither has a meaningful edge here — both are making comparable commitments.

Which One Should Your Firm Actually Choose?

Choose MyCase if: your firm is small, cost-conscious, and wants an all-in-one platform where AI feels like a helpful add-on rather than the centerpiece — particularly if you're new to legal AI altogether and want the gentlest possible learning curve.

Choose Smokeball if: your team already lives inside Microsoft Word and Outlook for most of its work, you want AI that proactively surfaces next steps rather than waiting to be asked, and you're willing to pay for a higher tier to get a more capable, continuously evolving AI assistant — especially if legal research is part of your daily workflow.

Neither platform is standing still. MyCase is actively expanding its own IQ suite, and Smokeball has explicitly framed its recent overhaul as just the first wave of a longer roadmap toward making AI "a normal piece of functionality" rather than a bolted-on feature. Whichever platform a firm chooses today, the honest expectation should be that both AI layers will look noticeably different — and more capable — a year from now.