How an AI agent can prepare a market strategy brief that separates data from assumptions
This workflow gives an AI agent a defined job, a bounded set of records, and a result a person can review. The agent reads the relevant Similarweb context and matches it with Google Drive, applies the rules in the prompt, and keeps the source behind every recommendation. It returns a proposed handoff rather than taking consequential actions on its own.
Can an AI agent prepare a market strategy brief that separates data from assumptions?
Yes. Start with the scope, date range, decision rules, and fields that identify the right records. The agent can collect the evidence, compare states or sources, mark conflicts and missing data, and organize the result around the outcome above. A reviewer then checks the matches and judgment calls before approving messages, record updates, bookings, purchases, publishing, or other write actions. The guide below shows the records, boundaries, prompt, and handoff needed for this specific workflow.
Separate evidence and judgment
Similarweb supplies estimated traffic, channel, referral, geography, and engagement context. Google Drive supplies internal strategy documents, campaign plans, models, and decision notes. Used together, they can compare what the team expected with the external movement visible in the market.
Define the domains, periods, Drive folders, and strategy question. The agent should label every statement as Similarweb estimate, internal assumption, observed internal result, or open question. A forecast in a planning document should never appear as measured market performance.
Example starter prompt
Prepare a market-strategy review using Similarweb for [domains and periods] and Google Drive files in [approved folders].
Compare the external channel and traffic estimates with the assumptions and decisions in the internal documents. Cite the Similarweb view or Drive file beside each statement. Preserve dates, geography, versions, conflicts, and missing evidence.
Draft findings and questions only. Do not edit Drive documents or present estimates as exact company results.Keep conflicting evidence useful
If an internal plan predicted a channel increase and Similarweb shows a decrease, show both with their dates and definitions. The mismatch may reflect scope or estimation, and the team should investigate before changing strategy.
Questions this workflow answers
Do current market signals support the assumptions in our strategy documents, or should the team investigate a mismatch?
The agent begins by extracting explicit assumptions from approved plans, models, and decision notes. Each one retains its file, owner, version, date, geography, domain scope, channel definition, and forecast period. It then gathers external estimates for the same or closest available boundaries. A plan about mobile traffic in one country cannot be tested with an all-device global estimate without showing that limitation.
Results are organized claim by claim. The internal document may expect referral growth after a partnership, while the external source shows a flat estimate for the broader domain. That is neither confirmation nor disproof until the scopes align. The agent presents the assumption, observed estimate, definitions, and possible reasons for disagreement. It never rewrites forecast numbers as actual results or claims to know a competitor’s strategy.
Some mismatches lead to useful checks: verify the company’s own analytics, review whether the campaign launched on schedule, inspect the relevant referral domain, or update a stale planning assumption. Other gaps may remain unresolved because external estimates are too coarse. The agent names that boundary instead of manufacturing a conclusion.
The handoff contains a source register, assumption matrix, supported and challenged claims, data limitations, and one owner for each follow-up. Strategy owners decide whether the evidence changes a plan. Drive documents are not edited during analysis, preserving the original decision record alongside the new market signal and any later approved update.
The handoff should include a source register, limitations, and the owner for each unanswered question.
The assumption matrix should quote the strategy claim and state what observation would support or challenge it. If a plan assumes competitors depend on paid search, an estimated decline in paid share is a signal, not a conclusion that budgets changed. The agent can pair the estimate with date, domain scope, geography, and any known campaign or site change, then propose direct checks. Owners can mark an assumption unchanged, weakened, strengthened, or unresolved while keeping the original wording and date. That preserves how the strategy evolved instead of silently rewriting the document around one new chart.