Audio intelligence for competitive research: the 2026 playbook

The gap: CI still reads, doesn’t listen

A typical CI function in 2026 tracks: competitor blog posts, pricing pages, SEC filings, LinkedIn hires, press releases, and maybe G2 reviews. Well-resourced teams add help-center diffs and public job postings. All text.

The richer surface is audio. Executives say things on earnings calls they wouldn’t write in a blog post. Product leads reveal roadmap priorities on podcasts. Conference keynotes contain 40 minutes of positioning that never makes it to the website. This content exists, in public, and has been mostly unsearchable.

Workflow 1: earnings-call monitoring

Public-company earnings calls are the single highest-signal audio source in CI. Every US-listed company holds one per quarter, broadcasts it publicly on their investor-relations page, and archives the recording. Analyst Q&A in the second half is often the most candid section — the CFO is on the record, the CEO has to answer.

Where to find the audio

Every major tech company hosts earnings-call webcasts on a predictable path on their investor-relations site. Archive pages keep the last few quarters. Examples (all accessed 2026-04-24):

Most calls also appear on financial-news sites and YouTube, though the canonical source is the IR page itself. Transcripts from providers like Seeking Alpha and Motley Fool are common, but they lag by 6–24 hours and may have paywalls — generating your own from the MP3 is faster and controlled.

The pipeline

Worked example: NVIDIA GTC keynote insight surface

NVIDIA’s annual GTC keynote is publicly broadcast on YouTube. A two-hour keynote from the CEO is unstructured narrative — ideal for audio-intelligence ingestion. The extraction pattern that works:

1. Transcribe with speaker diarization — most of the talk is the CEO, but guest speakers and Q&A panel contributions get separated cleanly.
2. Segment by topic — the keynote naturally breaks into ~12 sections (hardware, software, customer wins, partner ecosystem, roadmap).
3. Extract named entities — every product, partner, and metric mentioned.
4. Diff against the prior year’s keynote — what’s new, what’s gone, what’s re-emphasized.

The delta is where CI value lives. A two-hour keynote becomes a one-page brief with citations back to timestamps.

Conference keynotes are two hours of executive positioning per event. Ingest once; query for years.

Workflow 2: conference-talk ingestion

Major developer conferences (Google I/O, AWS re:Invent, Microsoft Build, Apple WWDC, NVIDIA GTC, Meta Connect) publish most sessions on YouTube. 200+ talks per event, most 30–60 minutes each. Historically, CI teams watched the keynote and skipped the rest. In 2026 the rest is where the product roadmap leaks are.

The pattern: subscribe to the conference’s YouTube channel, transcribe every session within 48 hours of the event, index by topic (“authentication”, “pricing changes”, “partner program”). Search the corpus for keywords that matter to your product.

Workflow 3: competitor podcast monitoring

Every senior operator in your category does 2–6 podcast appearances per year. CEOs on A16Z’s podcast. CPOs on Lenny’s Newsletter podcast. Founders on Acquired or Invest Like the Best. Product leads on their own category-specific shows.

The output is a watchlist digest. A human spends 10 minutes reviewing what the pipeline flagged.

The content is usually:

• More candid than the blog. Executives get comfortable with a friendly interviewer.
• Roadmap-leaky. “We’re thinking about X next year” lands in podcasts that never lands in a press release.
• Worldview-revealing. How a CEO frames the category tells you what they’re optimizing for.

The pipeline is identical to earnings-call monitoring: detect new episode → pull audio → transcribe → keyword-filter for your category and your competitors → daily digest. Podcast RSS feeds make the detection trivial.

Workflow 4: webinar and AMA ingestion

Product webinars and AMAs are the most overlooked category. Every mid-sized SaaS company runs these weekly. Topics range from product-update walkthroughs (high CI value) to general thought-leadership (low CI value). Audio intelligence lets you cheaply ingest the whole category and filter.

The usual caveats: respect the recording’s terms of use, link back to the source rather than redistributing transcripts, don’t publish proprietary content verbatim. Internal research use is standard.

The math: time saved across a watchlist

The stack you need

Four pieces, all commodity in 2026:

1. A source detector. Polls IR pages, podcast RSS feeds, YouTube channels for new content. Can be a Python cron job, GitHub Actions, or an n8n workflow.
2. An audio fetcher. yt-dlp for YouTube, requests for direct MP3 URLs, a puppeteer-style scraper for IR pages that use JS-rendered video players.
3. A transcription API. Whisper API ($0.006/min), a hosted tool like Whipscribe ($1/hr with diarization + URL ingest), or a self-hosted faster-whisper on a GPU.
4. An extraction + storage layer. LLM call to pull entities, quotes, and topics. Store in a searchable index (Postgres full-text works; Typesense or Meilisearch for fancier).

# illustrative snippet — CI worker pseudocode
for company in watchlist:
    new_audio = detect_new_webcasts(company.ir_page)
    for mp3 in new_audio:
        transcript = whipscribe.transcribe(mp3, diarize=True)
        entities = llm_extract(transcript, schema=CI_SCHEMA)
        store(company=company, transcript=transcript, entities=entities)
        if entities.roadmap_signal or entities.pricing_change:
            slack.notify(digest(transcript, entities))

What to watch for (legal and ethical)

• Public vs private. Earnings calls, conference keynotes, and public podcast episodes are public. Internal all-hands leaks and unauthorized recordings aren’t — never ingest those, even if a copy is circulating.
• Redistribution. Transcripts are often covered by the source’s terms of use. Use them internally for analysis; cite and link back rather than republishing verbatim.
• Attribution. When you quote a competitor’s statement in a report, name the source and the timestamp. “On their Q3 2025 earnings call, the CEO said …” — with the IR-page link.
• Insider-information rules. If your analysis could influence public-security trading, the SEC’s Regulation FD and related rules apply. Consult counsel; most CI functions stay on the safe side of “public-to-public.”

Frequently asked