Firefly III
Firefly III keeps tagging develop builds daily, still with no release notes.
Comparison · Finance
Puzzle vs Stigg
A side-by-side editorial comparison of Puzzle and Stigg — release velocity, themes, recent moves, and the top alternatives to consider.
Puzzle vs Stigg: at a glance
| Feature | Puzzle | Stigg |
|---|---|---|
| Sector | Finance | Finance |
| Velocity score | 5.0 | 7.5 |
| Sparks · 30d | 0 | 1 |
| Top themes | accounting, ai-bookkeeping, runway, release-notes-gap | monetization, ai-agents, entitlements, usage-limits |
| Last editorial update | 6mo ago | 9d ago |
| Website | — | Visit → |
What is Puzzle?
Puzzle's public changelog has gone dark while real work continues internally.
Puzzle is an AI-leaning accounting platform whose public changelog has slipped into placeholder entries marked 'internal use only.' The most recent visible feature work landed in March with built-in budgeting plus real-time cash flow, burn, and runway. The deeper history shows steady investment in historical books conversion, ML categorization, and revenue recognition during 2024-early 2025.
What is Stigg?
Stigg moves its entitlements and credit checks inside agent orchestrators and gateways.
Stigg now runs inside agent orchestration layers, applying entitlements, credits and budgets to each step of an agent run, and its Agent SDK supports solo.io and agentgateway out of the box. It also lets customers bill subscriptions through Airwallex invoices and payment links. This lands a day after new pricing with a free plan and monthly billing, and three days after Usage Governance went GA.
Puzzle vs Stigg: editorial side-by-side
Puzzle
5.0FINANCE
Puzzle's public changelog has gone dark while real work continues internally.
◆ Current state
Puzzle is an AI-leaning accounting platform whose public changelog has slipped into placeholder entries marked 'internal use only.' The most recent visible feature work landed in March with built-in budgeting plus real-time cash flow, burn, and runway. The deeper history shows steady investment in historical books conversion, ML categorization, and revenue recognition during 2024-early 2025.
◆ Where it's heading
The public-facing release notes have effectively gone quiet, while the underlying product clearly keeps shipping behind the curtain. The functional arc points at a CFO-grade analytics layer over the bookkeeping core: budgeting, runway, revenue recognition, and AI-driven onboarding. Whether the silence is editorial discipline or a transition to private GA remains unclear from the entries.
◆ Prediction
Expect Puzzle to either resume public release notes with a larger bundled launch, or move communication to a customer-facing in-app announcement channel. On capability, the next visible move likely deepens the budgeting and runway tooling toward scenario planning.
Stigg
7.5FINANCE
Stigg moves its entitlements and credit checks inside agent orchestrators and gateways.
◆ Current state
Stigg now runs inside agent orchestration layers, applying entitlements, credits and budgets to each step of an agent run, and its Agent SDK supports solo.io and agentgateway out of the box. It also lets customers bill subscriptions through Airwallex invoices and payment links. This lands a day after new pricing with a free plan and monthly billing, and three days after Usage Governance went GA.
◆ Where it's heading
Stigg is placing its billing engine at the points where AI agents spend money: the orchestrator, the gateway and credit reservation before each operation. Billing-backend breadth, now Airwallex invoicing, keeps pace in the background.
◆ Prediction
Expect more gateway and orchestrator integrations in the Agent SDK and its move out of beta. Billing backends will likely keep widening around Airwallex and its peers.
Alternatives to Puzzle and Stigg
Other Finance products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Puzzle or Stigg.
Shift4
Shift4 Venue Q4-R2 is on canary venues now, with global release set for November 17.
Payhawk
Payhawk adds SWIFT payment tracking and a DualEntry ledger sync as ERP coverage widens
TaxDome
TaxDome Pipelines now remember your filters, and long task names stop getting cut off.
LNbits
LNbits 1.7.1 follows the urgent 1.7.0 fix by rotating auth keys.
Kolleno
Kolleno is stretching from collections software toward the whole cash cycle.
See all Puzzle alternatives → · See all Stigg alternatives →
Recent activity from Puzzle and Stigg
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 9d agoStiggStigg Now Runs Inside Your Agent Orchestrator
- 9d agoStiggSupport for solo.io and agentgateway in the Agent SDK
- 10d agoStiggBill subscriptions using invoices and payment links with Airwallex
- 10d agoStiggStigg's New Pricing Is Now Generally Available ⚡
- 12d agoStiggUsage Governance Is Now Generally Available
- 15d agoStiggIntroducing Stigg's New Navigation
- 6mo agoPuzzleFeatures
- 7mo agoPuzzleFeatures in GA
- 7mo agoPuzzleAccess built-in budgeting tools and real-time financials
- 1y agoPuzzleOnboarding profiling and AI-driven historical books import
- 1y agoPuzzleDaily Stripe summary entry plus bill edits and shortcuts
- 1y agoPuzzleIntroduced a summarized daily journal entry for Stripe balance activity (customer payments, Stripe payouts) for simpler reconciliation an…
Frequently asked questions
What is the difference between Puzzle and Stigg?
They serve adjacent needs but don't currently overlap on shipped themes. Stigg is currently shipping more aggressively (velocity 7.5 vs 5.0), with 1 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Puzzle better than Stigg?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Stigg is currently shipping more aggressively (velocity 7.5 vs 5.0), with 1 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Finance products to evaluate alongside.
What are the best alternatives to Puzzle?
Top Puzzle alternatives in Finance are ranked by recent ship velocity. Browse the "Puzzle alternatives" section above for the current picks, or visit /alternatives/puzzle for the full list with editorial commentary on each.
What are the best alternatives to Stigg?
Top Stigg alternatives in Finance are ranked by recent ship velocity. Browse the "Stigg alternatives" section above for the current picks, or visit /alternatives/stigg for the full list with editorial commentary on each.