Standpoint
Every brief has a standpoint. Here’s ours.
If you run an agenda pack through ChatGPT, Gemini, or Grok, you aren’t getting a view from nowhere. You get an answer shaped by internet training data, then reshaped by what the tool has learned about your personal preferences.
That is a standpoint — it just rarely admits it.
Hidden standpoint vs. declared method
Aide also has a standpoint. We name it, bind it to the pack, and keep it inspectable.
General AI
The two hidden biases
Source bias
Public AI feeds on news, opinion, advocacy, and social media. That diet is not a representative sample of your local community. It carries implicit assumptions about rates, housing, and risk — and presents them with smooth confidence.
Mirror bias
Public chat products are built to be agreeable. If you lean toward caution, the answers become caution-shaped. Combine that with source bias, and you get a feedback loop: the internet’s blind spots merged with your own, handed back as certainty.
That is a governance risk. You need to stress-test a staff paper, not rehearse a pre-existing worldview.
Aide’s standpoint
Inspectable decision support
Aide uses modern AI models, but anchors them strictly to the submitted public meeting pack, not the internet average. A named plan reference may be used where available. Our standpoint is explicit:
Anchored strictly to the pack
Statements require citations to the submitted pack; any plan reference used is named. Uncited fluff is blocked.
Consequence-focused
We highlight second- and third-order impacts — clearly labeling inferences so they aren’t smuggled in as facts.
Trap detection
Aide flags blank Te Tiriti fields, missing baselines, unpriced unit rates, deferred expenditure, and unmonitored financial exposure.
Gaps stay visible
Missing measures aren’t smoothed over with generic boilerplate; they are explicitly called out.
Scope is visible
Prior briefs are best-effort, council-and-committee-scoped continuity — not a complete archive or continuous monitoring service. Confidential and public-excluded papers are out of scope.
Hard line on the vote
Aide never recommends a vote, drafts political spin, or invents consensus.
At a glance
General chat vs. Aide
The bottom line
Every brief carries a perspective.
When people ask, “Isn’t all AI biased?” the answer is yes.
The choice is whether that perspective is an undeclared mix you have to second-guess under pressure, or a transparent method you can inspect, verify, and argue with.
Aide built the second one.
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