Trust and methodology
Methodology
AI Canada Pulse is an independent dashboard focused on AI signals from Canadian sources. The live dashboard blends public data feeds, deterministic classification, cached AI-generated summaries, and curated institutional references. This page documents every data source and how AI processing works.
10 active sources
Data Sources
All sources tracked by the platform, grouped by type. Refresh intervals are server-side cache revalidation times.
News Sources
| Source | Description | Refresh | Scope | Method |
|---|---|---|---|---|
| Canadian News Feeds AI-related news from Google News, BetaKit, and CBC Technology RSS feeds 6hRSS | AI-related news from Google News, BetaKit, and CBC Technology RSS feeds | 6h | National + Provincial | RSS |
Research
| Source | Description | Refresh | Scope | Method |
|---|---|---|---|---|
| arXiv.org Pre-print research papers in AI and machine learning with Canadian-affiliated authors 12hAPI | Pre-print research papers in AI and machine learning with Canadian-affiliated authors | 12h | National | API |
| OpenAlex Open scholarly metadata for AI-related publications by Canadian researchers 12hAPI | Open scholarly metadata for AI-related publications by Canadian researchers | 12h | National | API |
Government
| Source | Description | Refresh | Scope | Method |
|---|---|---|---|---|
| OpenParliament.ca AI mentions in the federal House of Commons (Hansard). Federal Parliament only — does not cover Senate or provincial/territorial legislatures. 24hAPI | AI mentions in the federal House of Commons (Hansard). Federal Parliament only — does not cover Senate or provincial/territorial legislatures. | 24h | National | API |
Jobs
| Source | Description | Refresh | Scope | Method |
|---|---|---|---|---|
| Government of Canada Job Bank Monthly AI job postings from Canada's National Job Bank open data (no API key required) 24hAPI | Monthly AI job postings from Canada's National Job Bank open data (no API key required) | 24h | National + Provincial | API |
Data Registries
| Source | Description | Refresh | Scope | Method |
|---|---|---|---|---|
| Statistics Canada Labour force and economic data related to AI-sector employment weeklyAPI | Labour force and economic data related to AI-sector employment | weekly | National | API |
Regulatory
| Source | Description | Refresh | Scope | Method |
|---|---|---|---|---|
| LEGISinfo AI-related bills and legislation in the Parliament of Canada 12hAPI | AI-related bills and legislation in the Parliament of Canada | 12h | National | API |
| Provincial AI Regulation Provincial and federal AI regulatory frameworks, directives, and guidelines quarterlyManual | Provincial and federal AI regulatory frameworks, directives, and guidelines | quarterly | National + Provincial | Manual |
Startups & Ecosystem
| Source | Description | Refresh | Scope | Method |
|---|---|---|---|---|
| Canadian AI Startups Curated directory of notable Canadian AI startups with funding signals from news 6hRSS | Curated directory of notable Canadian AI startups with funding signals from news | 6h | National + Provincial | RSS |
Benchmarks & Rankings
| Source | Description | Refresh | Scope | Method |
|---|---|---|---|---|
| Global AI Index International AI rankings comparing Canada across talent, research, and commercial dimensions annuallyManual | International AI rankings comparing Canada across talent, research, and commercial dimensions | annually | National | Manual |
Manually maintained
Manually Curated Datasets
Some data on this platform is maintained by hand rather than fetched from live APIs. These datasets are periodically reviewed for accuracy, but may lag real-world changes between review cycles. Counts and details reflect the most recently verified snapshot.
| Dataset | Records | Last Verified | Review Schedule |
|---|---|---|---|
| Canadian AI Startups 41 companies | 41 companies | March 28, 2026 | Every 6 months |
| University AI Programs 29 programs | 29 programs | March 28, 2026 | Annually |
| Province & Territory Profiles 13 regions | 13 regions | March 28, 2026 | Annually |
| AI Events & Conferences 13 events | 13 events | March 28, 2026 | Every 3 months |
| Global AI Standing Indices 3 indices (Tortoise, Stanford HAI, Oxford Insights) | 3 indices (Tortoise, Stanford HAI, Oxford Insights) | April 3, 2026 | Annually (as new editions publish) |
| AI Legislation & Regulation Federal + 13 provincial/territorial | Federal + 13 provincial/territorial | April 3, 2026 | As legislation progresses |
AI Processing
How AI is used on this platform
AI enrichment is precomputed on a schedule and attached from cache when public story routes are served. AI does not run on normal user page requests.
Classification
Categorizes stories by province, topic, and sentiment using keyword matching and regex rules. No AI model involved — fully deterministic.
Summarization
gpt-4o-mini — generates 3–4 sentence summaries (60–140 words) of news articles, cached in Upstash Redis.
Daily Digest
gpt-4o-mini — synthesizes the top 10 stories into a headline, 2–3 sentence intro, 3–5 key developments, and top story links. Generated once daily at 12:00 UTC and stored in Redis for 90 days.
Deep Dives
gpt-4o-mini — generates 400–600 word analytical articles when a story crosses a significance threshold: funding rounds ≥$50M, parliamentary AI legislation, or notable research. Also auto-generates at least once per week if no post has been published in 7+ days.
Section Summaries
gpt-4o-mini — generates one-sentence summaries for 6 signal sections (Stories, Trends, Research, Parliament, Jobs, Stocks). Displayed at the top of each relevant section on the dashboard and provincial pages.
AI does NOT:
- make editorial judgments
- select or rank sources
- modify original content
Data quality and limits
What this dashboard is good for, and what it is not
- AI summaries, digests, and deep dives are produced from headlines and short context snippets. They can miss nuance, omit background, or flatten uncertainty. They should be treated as navigation aids, not authoritative analysis.
- The daily digest publishes once at 12:00 UTC. Before that time the previous day's digest is shown. If generation fails, the site falls back to live headlines.
- Deep Dives are triggered automatically by a significance threshold (funding ≥$50M, parliamentary AI votes, notable research), or auto-generated if no Deep Dive has published in 7+ days. Stories that don't meet the threshold and fall within the weekly window may not generate one.
- Public feeds can change structure, publish duplicates, or omit context. The app deduplicates and filters aggressively, but false positives and missed stories remain possible.
- Market and macro indicators are contextual signals only. They are not investment advice, economic forecasts, or causal evidence about AI effects.
- Global AI ranking indices are updated annually by their publishers. The figures shown reflect the most recently published edition and may not reflect changes made since.
Disclaimer
AI Canada Pulse is an independent informational monitoring product with no affiliation to the Government of Canada or any federal or provincial agency. It does not provide financial, legal, regulatory, or policy advice. AI-generated summaries, digests, and deep dives are produced from public-source headlines and short context snippets and may contain omissions or phrasing errors. Market data may be delayed. Always verify important claims with primary sources.