Q-CTRL vs Decimal

Side-by-side comparison of AI visibility scores, market position, and capabilities

AI visibility is closely matched (18 vs 18)
Q-CTRL logo

Q-CTRL

EmergingQuantum Computing

Quantum Control Infrastructure

Quantum control infrastructure software actively suppressing errors and improving qubit performance; Sydney-based; AI-driven firmware sits between quantum hardware and application software; Black Opal education platform and Boulder Opal for hardware team optimization.

AI VisibilityBeta
Overall Score
D18
Category Rank
#1 of 1
AI Consensus
69%
Trend
up
Per Platform
ChatGPT
25
Perplexity
19
Gemini
21

About

Q-CTRL is a Sydney-based quantum technology company that provides quantum control infrastructure software — firmware and middleware that sits between quantum hardware and application software to actively suppress errors and improve qubit performance. Quantum computers are extremely sensitive to environmental noise that introduces errors in calculations; Q-CTRL's AI-driven control systems continuously monitor and compensate for these errors, dramatically improving the reliability and accuracy of quantum processors without changing the underlying hardware. The company's Black Opal platform provides quantum computing education and training, while Boulder Opal targets research and hardware teams improving their quantum processors. Q-CTRL also develops quantum sensing technology using similar control techniques for navigation, gravimetry, and defense applications. Founded in 2017 by physicist Michael Biercuk, Q-CTRL raised over $77M from investors including Sierra Ventures, Square Peg Capital, and DCVC. The company has established partnerships with quantum hardware providers including IBM, Honeywell (Quantinuum), and IonQ, whose systems benefit from Q-CTRL's error suppression.

Full profile
Decimal logo

Decimal

EmergingFintech

Tech-Enabled Bookkeeping

Tech-enabled bookkeeping pairing dedicated accountants with proprietary automation; flat monthly subscription; founded 2020 in Fishers, Indiana; faster close with full client transparency.

AI VisibilityBeta
Overall Score
D18
Category Rank
#1 of 1
AI Consensus
84%
Trend
up
Per Platform
ChatGPT
21
Perplexity
17
Gemini
23

About

Decimal is a Fishers, Indiana-based technology-enabled bookkeeping company that provides small businesses with a dedicated accounting team and a modern software platform for a flat monthly subscription. Founded in 2020, Decimal was built to address the most common frustration of small business owners who have outgrown DIY bookkeeping but find traditional bookkeeping firms slow, expensive, and opaque. Decimal pairs each client with a dedicated bookkeeper and accounting team who are supported by proprietary software that automates routine transaction processing, exception identification, and reporting, allowing the human team to focus on accuracy review, month-end close, and client communication rather than manual data entry.\n\nDecimal's product experience centers on transparency and responsiveness. Clients access their books through a web portal with real-time financial dashboards showing cash position, profit and loss, and accounts receivable and payable balances. The platform includes a communication thread for each question or task, giving small business owners visibility into the status of their bookkeeping without email chains or phone tag. Decimal's pricing model is a flat monthly subscription based on business complexity rather than hours worked, making costs predictable and removing the billing anxiety that characterizes traditional bookkeeping relationships.\n\nDecimal targets small businesses with $500,000 to $10 million in annual revenue that need accurate, timely books and periodic financial guidance but are not yet ready for a full-time accounting hire or a CFO-level engagement. The company operates as a fully remote team and serves clients across the United States in industries including professional services, e-commerce, retail, and service businesses. Decimal competes with Bench, Pilot, and Botkeeper in the technology-enabled bookkeeping market, differentiating on its dedicated team model, the quality of its software-plus-human integration, and its Midwestern operational roots that keep its cost structure competitive.

Full profile

AI Visibility Head-to-Head

18
Overall Score
18
#1
Category Rank
#1
69
AI Consensus
84
up
Trend
up
25
ChatGPT
21
19
Perplexity
17
21
Gemini
23
17
Claude
18
11
Grok
22

Capabilities & Ecosystem

Capabilities

Only Q-CTRL
Quantum Control Infrastructure
Only Decimal
Tech-Enabled Bookkeeping

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