Gistly: Gistly is an AI conversation intelligence platform that transcribes and audits 100% of contact-center calls for quality assurance and compliance, with native Indic code-switching analysis. ownscribe: Local-first command-line tool that records, transcribes, and summarizes meetings on macOS entirely on-device, with natural-language search across notes. Here's where each one pulls ahead on pricing, features, and the meetings it suits best.
How Hosiqo compares and tests toolsFinal recommendation
Shortlist Gistly when contact centers auditing 100% of agent calls for qa scoring and coaching matters most, and ownscribe when keeping fully on-device transcripts and summaries for privacy-sensitive discussions matters most. Run both through a week of actual calls to see which suits your workflow.
Gistly is an AI conversation intelligence platform that transcribes and audits 100% of contact-center calls for quality assurance and compliance, with native Indic code-switching analysis.
Local-first command-line tool that records, transcribes, and summarizes meetings on macOS entirely on-device, with natural-language search across notes.
Gistly is an AI conversation intelligence platform built for contact centers and BPOs that handle sales, support, and collections calls. It transcribes calls in 100+ languages with speaker identification and business-vocabulary tuning, then runs automated QA scoring against custom scorecards so teams can audit every conversation instead of sampling a handful. The platform surfaces time-stamped compliance flags, quality flags, sentiment and objection analysis, and AI call summaries tied to outcomes, plus real-time agent coaching and analytics. A distinguishing feature is its handling of multilingual and Indic code-switching audio, following conversations that mix Hindi, Tamil, Telugu, and other regional languages with English mid-sentence. Gistly also offers Voice AI monitoring to test and continuously watch AI agents in production, including hallucination detection. It integrates with platforms such as NICE, Salesforce, Zoho, Freshworks, HubSpot, and Genesys, and supports API and webhook connections. It is used by organizations including upGrad, Teachmint, and 21K School, primarily serving QA managers and operations leaders who need full-coverage call auditing.
Best suited for
ownscribe is a local-first meeting transcription and summarization command-line tool that records, transcribes, and summarizes meetings entirely on the user's own machine without sending data to external servers. It is MIT-licensed and actively maintained, with v0.12.0 released in June 2026, and is written primarily in Python with a Swift component for system audio capture. On macOS 14.2 and later it captures system audio through Core Audio, and it transcribes with WhisperX to produce word-level timestamps, with optional speaker diarization via PyAnnote. For summaries it ships with a built-in local model (Phi-4-mini) and can also connect to Ollama or OpenAI-compatible backends, offering multiple templates tailored to meetings, lectures, and brief summaries. A standout feature is its natural-language search: the ask command lets users query across their stored meeting notes to retrieve relevant information. Quality-of-life features include silence-based auto-stop so recordings end cleanly when a meeting goes quiet. Because it is a CLI distributed through GitHub and runs entirely on local hardware, ownscribe targets developers and privacy-focused users who prefer scriptable, terminal-driven workflows over a graphical meeting notetaker while keeping all audio and transcripts on-device. Pricing varies by plan. Check the official website for current pricing.
Best suited for
Gistly is a free tier with paid upgrades (paid); ownscribe is a free tier with paid upgrades (freemium). Always confirm current pricing on each vendor's site before buying.
| Feature | Gistly | ownscribe |
|---|---|---|
| Core capability | Call transcription in 100+ languages with speaker identification | Local-first recording, transcription, and summarization via CLI |
| Standout feature | Automated QA scoring of every call using custom scorecards | System audio capture on macOS 14.2+ through Core Audio |
| Team usage | Time-stamped compliance and quality flags for 100% auditing | WhisperX transcription with word-level timestamps |
| Integrations | Native Indic code-switching analysis (e.g. Hindi-English, Tamil-English) | Optional speaker diarization via PyAnnote |
| Languages & capture | AI call summaries plus real-time agent coaching and analytics | Local summarization with a built-in Phi-4-mini model, plus Ollama and OpenAI-compatible backends |
| Best-fit workflow | Voice AI agent monitoring with hallucination detection | Natural-language search across meeting notes with the ask command |
Gistly
Choose Gistly if you need contact centers auditing 100% of agent calls for qa scoring and coaching — strengths include audits 100% of calls rather than a small manual sample, with no extra qa headcount.
ownscribe
Choose ownscribe if you need developers capturing and summarizing meetings from the terminal on a mac — strengths include runs entirely on-device with no data sent to external servers.
Gistly
ownscribe
It depends on your workflow. Gistly is strong for contact centers auditing 100% of agent calls for qa scoring and coaching, while ownscribe is strong for developers capturing and summarizing meetings from the terminal on a mac. Both transcribe and summarize meetings.
Gistly is a free tier with paid upgrades and ownscribe is a free tier with paid upgrades. Check each vendor's pricing page for the latest plans and free-tier limits.
Sure. Running both makes sense when their strengths don't overlap and the budget allows.
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