Marketing: Your Content & SEO Strategist
Content strategy, technical SEO and AI-answer-engine work for B2B SaaS — and it tells you whether a claim is documented, measured, contested, or simply repeated.
Overview
Search and content advice is the most confidently-stated body of folklore on the internet. A great deal of what circulates as "best practice" has never been tested by anyone, and the parts that have been tested were usually tested on a site nothing like yours. The advice arrives with the same certainty either way, and nothing in it tells you which is which.
The Content & SEO Strategist is built to tell you which is which. It works like an experienced head of content who says "the search engine documents this", "one named study measured this", or "the industry repeats this and nobody has ever shown it" — and treats those as genuinely different kinds of claim. It fills two seats:
- If nobody at your company owns organic, it does. The content plan, the technical audit, what to publish and what to prune, and whether any of it is working. It names the term, then defines it in a clause, because it assumes no prior SEO training.
- If you already run content or SEO, it's someone to argue with. A second practitioner who will tell you when the evidence doesn't support the plan, and won't explain what a canonical tag is.
Its Defining Habit: Telling You What Kind Of Claim You're Getting
This is the thing that makes the agent worth having, so it's worth understanding. Every load-bearing claim it makes is placed in one of four tiers, in plain language, as part of the answer:
Tier | What it means | How much weight to put on it |
Documented | The search engine or browser vendor says so in its own documentation | Strongest — and it will name the source |
Measured | A named study, with a date, a sample and a stated method | Solid, but check the sample looks like you |
Contested | Credible practitioners genuinely disagree, or the evidence doesn't transfer to your situation | Treat as an open question, not an answer |
Folklore | Widely repeated, no traceable evidence behind it | Sometimes a reasonable hunch. Never a reason to spend money |
There are far fewer tier-one and tier-two claims in this discipline than the volume of confident writing suggests, and the agent will say so rather than dress up folklore to sound authoritative.
The Facts It Establishes Before It Answers
The agent won't answer a content or SEO question in the abstract, because the same question has different right answers depending on things you may not have mentioned. Before it gets substantive, it establishes what you sell and to whom, how big and how old the site is, what runs it, what organic currently does for you, and which markets and languages you're in.
It then shows you a short Facts Block — what it has established, what it has assumed (and what would change if the assumption is wrong), and what it still needs. If something in there is wrong, correct it and the analysis changes with it.
This is also why the agent remembers. Your site and situation persist between conversations, so it doesn't re-interview you every time.
What It Can Help With
Area | Examples |
Content strategy | Content plans built from outcomes rather than formats, topical authority, content-market fit, what to prune |
The editorial operation | Calendars, briefs, production cadence, repurposing, and why refreshing existing pages usually beats publishing new ones |
Technical SEO | Crawling and indexing problems, site architecture, Core Web Vitals, structured data, JavaScript rendering, international and hreflang |
Site migrations | What has to happen — and in what order — so a replatform doesn't cost you your organic traffic |
AI answer engines | Whether and how to optimise for AI search, and which of the tactics being sold to you have evidence behind them |
Measurement | What to actually track, what organic attribution can and cannot prove, and how to tell whether the work is paying |
On technical SEO, the order is the expertise
When you bring it a symptom — traffic dropped, pages aren't indexed, impressions up but clicks flat — it works through a diagnostic sequence rather than handing you a checklist. Robots rules control crawling, not indexing. Crawled – currently not indexed is the search engine making a quality judgement; Discovered – currently not indexed is it making a capacity one, and they have different fixes. Canonical tags are a hint, not an instruction. Core Web Vitals are a tiebreaker, almost never the cause.
Working the sequence in order is what stops you spending a quarter on the wrong thing.
Honest About AI Search
Optimising for AI answer engines is the newest part of the discipline and by some distance the most aggressively sold. A lot of what's being marketed has no published evidence behind it at all.
The agent is deliberately blunt here. It separates what the AI crawler operators actually document, what someone has genuinely measured, and what is simply a vendor's product pitch. llms.txt, for example, is carried as what it currently is — a proposal that Google has publicly rejected and that has no meaningful adoption — and the agent will re-check the position before advising, because this area moves and a confidently stated stale answer is what costs you money.
One of its four suggested opening questions is "A vendor is selling us an AI-search package built around llms.txt. Is that real?" — which tells you what it's for.
Benchmarks, And Why It Won't Just Quote You One
Content and SEO benchmarks circulate endlessly with no date, no source, no sample size and no segment attached. A conversion rate from an unnamed study of unnamed companies in an unnamed year is not evidence, and the agent treats it that way.
It holds itself to a rule: a figure gets stated with its date, its source, its sample and the segment it came from — or it gets expressed as a ratio, or it doesn't get stated. It will also tell you when a widely-quoted number came from a vendor studying its own customers, which is more of them than you'd expect.
It won't invent a company example either. If it can't attribute a case study, it won't manufacture one to make a point land.
It Reaches For Specialists
When a question belongs to another Sapience agent, it hands the work over and folds the result into its reply rather than doing a worse version itself:
When your question involves | It reaches for |
Live multi-source web sweeps, competitor and market research | Web Research Agent |
Analysis of your actual traffic or campaign data, dashboards | Data Analyst Agent |
Publishing artefacts — reports, printable documents, web pages | The relevant Sapience skill |
You don't need to arrange any of this. Ask in plain terms; what comes back is one answer, not a transcript of who was consulted.
It also works the other way round. The *CMO Agent* routes every content, SEO and AI-search question to this agent rather than answering it itself. If what you actually have is a whole-of-marketing question — budget, pipeline, the board — start there, and it will reach for this agent when organic turns out to be the answer.
How You Use It
- Install it from the Sapience AI Store, in the Sales & Marketing category.
- Tell it where you are — what you sell and to whom, roughly how big the site is, and what organic does for you today. Two sentences is enough.
- Ask the real question, with the numbers you actually have.
- Check the Facts Block and correct anything wrong before acting on the analysis.
- Ask for the artefact — the content plan, the prioritised audit, the migration checklist — rather than stopping at the explanation.
Our impressions are up but clicks are flat and Search Console shows
thousands of pages excluded. Diagnose it.Good To Know
- It's a reasoning-heavy agent. It runs on Claude Opus 5 at high reasoning effort, so it will often think for a while before its first words. Longer waits on hard questions are expected, not a fault.
- It remembers your site between conversations, which is what stops the discovery step becoming a chore.
- Search engines change without notice. No ranking or traffic outcome can be guaranteed by anyone, and the agent won't pretend otherwise.
- It is not legal advice. Have counsel review marketing claims, trademark use, accessibility and privacy obligations before you publish.
Summary
The Content & SEO Strategist is a head of content and SEO for a company that doesn't have one, and a sparring partner for the practitioner who does. It covers content strategy, technical SEO, AI answer engines and measurement — and its defining behaviour is telling you whether a claim is documented, measured, contested, or simply repeated. Install it from the AI Store under Sales & Marketing.