Compare Related X Topics with Source-Linked Daily Digests
Compare Related X Topics with Source-Linked Daily Digests
Two topics appearing together can be worth investigating. It does not, on its own, prove a relationship. A discussion of “hiring freeze” alongside “automation” might reflect one company's announcement, a reposted headline, or several unrelated conversations.
Twigest summarizes collected X posts from your selected accounts and keywords. It does not offer a keyword correlation dashboard, Pearson scores, rolling volume baselines, or predictive trend alerts. This guide uses the current daily digest to support a careful manual review.
Choose a Small Set of Related Questions
Start with the decision you want to inform. A product researcher might follow a competitor account, a product name, and one phrase describing a customer problem. A hiring analyst might choose a few company accounts and a specific industry term.
Avoid treating a long keyword list as a research design. Overlapping searches can retrieve the same post, popular terms can overwhelm narrow ones, and a change in source availability can look like a change in interest. Record which sources you selected and when you changed them.
Look for Connections in the Original Material
Read the daily summary and open relevant source links. Ask:
- Do both topics occur in the same post, or only in separate posts selected into the digest?
- Are several independent authors discussing the connection, or are they repeating one announcement?
- Does the source explain the relationship, or are you inferring it?
- Is the relationship relevant to your decision?
Keep examples in a working note with date, URL, topic, and interpretation. Mark interpretations as hypotheses. A sentence such as “Three collected posts discuss this pairing; we should investigate further” is more defensible than “Interest has increased 62%.”
What Statistical Correlation Would Require
Pearson correlation measures how paired numerical observations vary together. Applying it to keyword volume requires comparable time intervals, a consistent collection method, sufficient observations, and treatment of missing data. Duplicate posts, changing search coverage, and one widely shared news story can distort results.
A large correlation coefficient is not proof of causation. Nor is a fixed threshold such as 0.5 universally meaningful. If formal measurement matters, use a suitable dataset and statistical workflow outside Twigest, document limitations, and validate the analysis independently.
The number of stories in an AI digest is not a count of all posts on X. Do not use summary length as a proxy for market interest or use missing stories as evidence that a discussion stopped.
A Weekly Research Routine
Review your saved daily digests once a week. Pick two or three observations with source links, note competing explanations, and decide what to investigate next. Refine a noisy keyword rather than adding dozens of loosely related terms.
For example, if a competitor announcement and several customer questions concern migration, inspect the announcement and questions directly. The useful output may be a better migration FAQ, not a correlation chart.
Twigest Setup and Plans
New accounts can generate one personalized preview without a card, using up to 3 accounts, 1 keyword, and 1 topic bundle. Ongoing summaries require a subscription:
| Plan | Monthly / annual | Accounts | Keywords | Topic bundles | Delivery channels |
|---|---|---|---|---|---|
| Starter | $9 / $90 | 10 | 3 | 3 | |
| Pro | $19 / $190 | 30 | 10 | 5 | Email, Telegram |
Both plans use the same Gemini summary quality and offer a 7-day trial that requires a card. Paid plans are daily by default and can switch to weekdays, weekly, or custom days in Settings; Free is weekly email only. Annual billing saves about 17% compared with twelve monthly payments. Existing paid subscriptions retain their entitlements. See current pricing.
- Create an account and select up to 3 X accounts, 1 keyword, and 1 topic for your preview.
- Start your one personalized preview from the dashboard; it does not require a card.
- Read the available summary and open its source links. Collection depends on available posts and X access; no first-delivery time is guaranteed.
- For ongoing delivery, choose Starter or Pro and begin the card-required 7-day trial. Configure email on either plan, or Telegram on Pro, in Channels.
- Choose the available delivery time and timezone in Settings. Review and refine your sources as you read subsequent digests.
See follow topics on X for the current product scope and Twitter keyword alerts for query design.