Prompt Gap Analysis for AI Search Answers
See where buyer questions in AI tools miss your brand and your proof.
We'll reply with a written proposal: the work, what we need from you and an estimated timeline.
Why AI visibility reports often claim more than they really know
Generic questions, different AI tools lumped together, no record of how answers were collected and visibility scores with nothing behind them can turn a small sample into a false picture of what buyers ask or where you rank.
The question list is just a renamed keyword list
The questions leave out real buyer roles, comparisons, worries, limits, locations and the decisions people make next.
Different AI tools are lumped together
Chat apps, search features, API results, logged-in and logged-out states and crawler logs (records of robot visits) are combined as if they were one steady source.
Nobody can repeat the answer
The exact wording, date, country, language, account, login state, AI model or access method was never recorded.
Quoted sources lose the point they supported
A web address is counted without the sentence in the answer, the context of the quote, the other sources named or what the page is actually for.
Crawler access is passed off as a visibility score
Robots settings (rules about which robots may read your site) or robot visits are presented as proof that AI tools pulled in your content, recommended you, quoted you or that buyers want you.
The report just says "add more content"
Gaps are not linked to specific buyer questions, your own pages, missing proof, priority, cost, a test of done or the person responsible.
What our prompt gap analysis includes
See where your brand, products, expertise and proof show up, or go missing, when typical buyer questions (prompts) are asked in the exact AI assistants, such as ChatGPT, and search features we agree on. Softscotch records the question, the AI tool or search feature, the country, language, whether we were logged in, the date, the answer and the sources it named. We then link the gaps that matter to your web pages, your proof and the people responsible for fixing them. The sample is a snapshot of what we saw, not a fixed ranking or a complete map of every question buyers ask.
Eight areas of work take you from evidence about real buyer questions and an agreed method, through dated records of answers, gaps in your pages and proof, a list of priorities and a walkthrough with your team, to a handover you can repeat later.
Where questions come from and what buyers want
We use approved evidence from customers, sales, customer service, search data and your market to set typical groups of questions and what to leave out.
Method for AI tools, countries and login states
We name the exact AI assistants or search features, how we access them, accounts, countries, languages, login states, dates, number of repeat runs and how answers are recorded.
Dated record of questions, answers and sources
We keep the exact wording, answers, errors, quoted web addresses, source lists, time stamps and context for the agreed sample.
Review of your brand, competitors and quoted pages
We record how you are described, mentions, comparisons, what each source was used for, claims with nothing behind them and useful evidence from competitors, without copying their claims.
Map of gaps in content, facts and proof
We link important findings to your own pages, product or profile facts, proof only you can provide, technical access for AI robots and separate work to build your reputation elsewhere.
Priorities and a task plan ready to assign
We score how much each gap matters to buyers, how serious it is, how sure we are, effort, risk, what it depends on, cost and who will deliver it.
Handover for repeat checks you can compare
We provide the questions to rerun, the context, storage, review rules, a record of changes, how to handle odd results and when the next decision is due.
Findings walkthrough with your team
We take your team through the results in a live session, explain what the answers and gaps mean in plain terms and answer questions. Together we agree who owns each priority, so the findings turn into real work instead of a report that sits unread.
How we keep every answer tied to the exact question and AI tool
Answers, brands, competitors, sources and recommendations stay linked to the exact AI tool or search feature, date, country, login state and the way we collected them.
Questions start from real buying evidence
The sample reflects the real choices and limits your customers face, not every possible way of wording a question.
Each AI tool is kept separate
Every finding names the AI assistant or search feature, whether we used the app or an API, login state, country, language and access method.
Answers are dated records
Exact questions, answers, errors and sources stay linked to time stamps and a written method for how they were collected.
Quoted sources keep their purpose
We check each quoted page against the actual claim or recommendation it seemed to support in the answer.
Recommendations name the work
Every priority states the page, the proof, the person responsible, what it depends on, the cost limit and how we will know it's done.
Repeat runs stay honest about uncertainty
Before reading anything into changes, repeat runs record any changes to the questions, the AI tools, your website and anything that was unavailable.
The 36 decisions behind a question sample you can trust
The work covers where questions come from, how many to ask, access to each AI tool, recording answers, reviewing sources, what answers say about your brand, priorities, costs and repeat runs.
The exact AI tools and access methods we name decide what the evidence shows
Chat apps, search features, APIs (direct software connections to an AI tool), guides on AI crawlers (the robots that read websites for AI tools) and monitoring tools are never blended into one made-up visibility score.
Seven checks, from agreeing the method to tasks ready to hand over
Each check records what we saw, what is still unknown, which gap matters, who owns it and how a later run can be compared fairly.
The decision the study supports and where questions come from
We define the business decision and the evidence used to build the question sample.
The sample can be limited and typical of your buyers, but it can't capture every buyer question or how people will word questions in the future.
AI tools, accounts and how we record answers
We name every product, account state and collection method before any questions are asked.
Answers can change depending on the AI tool, account, earlier messages, country and language settings, AI model and time.
Dated record of questions and answers
We keep enough detail for another reviewer to understand exactly what we saw, and when.
A recorded answer is a dated result. It isn't a fixed position, and it doesn't show how the AI model actually reasoned.
Review of your brand, competitors and quoted pages
We assess what the answers say and which evidence seems to back up what they say.
A competitor appearing in a sample is something we saw. It doesn't prove their market share or that their content is better.
Your own pages and missing proof
We link important findings to work your business can actually own and carry out.
The right next step may be content, product facts, profiles, technical access, building your reputation elsewhere, or doing nothing.
Priorities, costs and delivery plan
We rank gaps by how much they matter to buyers and how strong the evidence is, not by how many questions they affect.
Doing the work is a separate decision, and it doesn't promise you will be included or quoted later.
Repeat checks and the limits of results
We give you a repeat run you can compare, without turning any change into a promise of results.
AI tools and their answers can change even when nothing on your website has changed.
Prompt gap analysis for your type of business
Your countries, languages, products, regulations, how long buyers take to decide, the proof they need, login states and how people become customers all decide which questions belong in the sample.
Local services
For local services, prompt gap analysis needs to cover questions about locations, areas served, urgency, who qualifies, trust, availability and booking.
Online stores and direct-to-consumer brands
For online stores and brands that sell direct, prompt gap analysis needs to cover products, how they are used, comparisons, price, stock, returns, reviews and buying guides.
Software companies (SaaS)
For software companies, prompt gap analysis needs to cover how the product is used, features, integrations, alternatives, security, pricing, free trials and getting set up.
Business-to-business (B2B) and professional services
For business-to-business and professional services, prompt gap analysis needs to cover the different people involved in buying, requirements, comparisons, expertise, checking fit, purchasing processes and getting started.
Healthcare and wellness
For healthcare and wellness, prompt gap analysis needs to cover symptoms or goals, who qualifies, evidence, privacy, locations, clinicians and decisions to book appointments.
Finance, insurance and legal
For finance, insurance and legal, prompt gap analysis needs to cover local laws, risk, who qualifies, fees, required disclaimers, professional limits and sensitive decisions.
Education and training
For education and training, prompt gap analysis needs to cover programs, entry requirements, dates, cost, outcomes, accessibility and enrollment.
Publishers and media
For publishers and media, prompt gap analysis needs to cover topics, who wrote the content, original reporting, subscriptions, rights and how recent the content is.
Marketplaces and directories
For marketplaces and directories, prompt gap analysis needs to cover categories, listings, availability, trust, comparisons, locations and value for both buyers and sellers.
Travel and hospitality
For travel and hospitality, prompt gap analysis needs to cover destinations, seasons, availability, price, booking rules, who a trip suits and booking.
Industrial and manufacturing
For industrial and manufacturing businesses, prompt gap analysis needs to cover how products are used, specifications, compatibility, industry standards, distributors and choosing a supplier.
Memberships and communities
For memberships and communities, prompt gap analysis needs to cover benefits, access, who can join, events, moderation, renewal and support.
Who does what: measuring the gaps and fixing them are kept separate
Softscotch is responsible for the study named in your proposal. Writing content, technical work, digital PR (earning mentions on other websites), changes to crawler settings, paid ads and ongoing monitoring are separate unless they are listed and priced.
The question study named in your proposal.
- Map of buyer questions and the sample
- Method for each AI tool and how answers are recorded
- First dated record of answers and sources
- Review of your brand and quoted pages
- Ranked map of gaps and tasks
- Pack for repeat checks you can compare
Inputs, and work delivered by other people.
- Your customer, sales and service teams
- Your product and subject experts
- Your content and editorial teams
- Your technical SEO and development owners
- Your digital PR and online profile owners
- Your analytics, legal and privacy reviewers
Your business facts and the final say on any changes.
- Countries and buyer priorities
- Which brands, products and competitors are included
- Facts, claims, proof and rights
- How you are happy to compare yourself with competitors
- Budget for the follow-up work and who does it
- Final approval of content and publishing
How it works: nine records that make every finding traceable
You and your team can follow each finding from where the question came from and how it was asked, to the answer, the page it quoted, the missing proof, its priority and the person responsible for the next step.
Prompt Gap Analysis
States the business question, buyer roles, countries, brands, products, competitors, people in charge and what is left out.
Links each group of questions to evidence from customers, sales, service, search data, research or experts.
Names the AI tools, how we access them, accounts, login states, languages, dates, repeat runs, how answers are recorded and the limits.
Stores the exact questions, follow-ups, answers, errors, quotes, sources, time stamps and record IDs.
Shows mentions, descriptions, comparisons, errors, things left out, important conditions and disputed findings.
Links visible sources to sentences in answers, the type of page, who owns it, how fresh it is and how useful it is to buyers.
Links important questions to pages, facts, examples, profiles, data feeds, technical access and missing proof.
Scores value to buyers, how serious each gap is, how sure we are, effort, risk, dependencies, cost, tests of done and the people responsible.
Keeps comparable questions, context, website changes, the limits of results, rerun findings and next decisions.
The connected growth engine
In charge of where questions come from, the method for each AI tool, records, source review, how sure we are and the limits we found.
In charge of approved page briefs, original proof, wording, fact checks and sign-off before publishing.
In charge of access for AI robots, how pages load, page titles and descriptions, profiles, data feeds, website changes and checking they work.
In charge of digital PR, profiles on other websites, relationships with sources and publishing proof outside this study.
In charge of visits sent from AI tools, what visitors do on your site, business results, storage, report definitions and what is uncertain.
In charge of your facts, competitors, claims, rights, privacy, budget, priorities and final decisions about changes.
One connected scope. Prompt Gap Analysis is coordinated with the strategy, creative, experience, data and reporting it depends on, so responsibilities and handoffs stay visible in one written plan.
How long it takes, from agreeing the method to a ranked map of gaps
Agreeing the method and the groups of questions usually takes 3 to 5 working days. A first, limited round of recording answers and a priority map usually take 1 to 2 weeks, depending on the number of AI tools, languages, questions, repeat runs and access.
Prompt gap analysis: your first delivery cycle
Study and question brief
Confirm the buyer decision, where questions come from, roles, brands, products, competitors, countries, languages, people in charge and what is left out.
KPI Brief agreedRecording method
Approve the named AI tools, how we access them, account states, the question sample, repeat runs, how answers are recorded, storage and the limits.
KPI Method approvedFirst dated record of answers
Ask the agreed sample of questions and keep the exact questions, context, answers, errors, quotes, sources and time stamps.
KPI Starting point recordedBrand, source and gap review
Review important descriptions, comparisons, quoted pages, your own resources, factual errors and missing proof.
KPI Gaps reviewedPriorities and handover
Rank content, proof, profile, data feed and technical tasks that are ready to assign, with cost, dependencies and tests of done.
KPI Tasks assignedRepeat check you can compare
Rerun the approved sample, log any changes in context and on your website, and report what we see without claiming a fixed ranking or that our work caused it.
KPI Next decision agreedOur full growth plan (all services together), month by month
Setup and first launch
Agree priorities, fix the biggest problems and launch the first approved work once we have access, content, budget and your sign-off.
KPI First work liveBuild and improve
Use the first report to improve the live work and build the next agreed materials, campaigns, pages or follow-up steps.
KPI Improvements liveDo more of what works
Do more of the messages, audiences, pages or channels that the results show are working, while keeping budgets and quality checks within the limits we agreed.
KPI What works, expandedStrengthen results
Fix weak handovers between teams, gaps in tracking and anything slowing delivery, then test the next priorities against measures that matter to your business, such as lead quality and sales.
KPI Blockers removedTurn more visitors into customers
Improve the offer, message, page and follow-up steps wherever the results show people getting stuck or leads that aren't a good fit.
KPI Improvements to win more customers livePlan the next round
Review what changed, what the results really show, what should stop and which work deserves budget and attention in the next period.
KPI Next round agreedHow we compare with a typical AI visibility tool: a dated research sample, not an AI rank tracker
We show exactly what was asked and what came back, why a gap matters to a buyer and which proof on your own pages can be improved.
- Turns keywords straight into questions
- Blends every AI assistant into one score
- Hides the account, country and language used
- Treats one answer as a ranking
- Lists quoted sources without the claims they support
- Treats AI robot visits as being visible
- Copies what competitors are recommended for
- Just says "publish more FAQs"
- Bundles the fixing work into the measuring
- Promises more mentions or quotes
- Starts with real buyer decisions
- Names every AI tool and how it was accessed
- Keeps the login state, language and time stamp
- Treats every answer as a dated sample
- Links sources to the sentences they supported
- Keeps robot access, answers and visits separate
- Checks facts and your own proof
- Names the pages, proof and people responsible
- Prices the fixing work separately
- Is clear that answers change and results have limits
Results from Softscotch client work.
These totals come from work for Softscotch clients across search, paid ads, websites and lead generation, as published on softscotch.com. Past results don't guarantee future results.
All six Softscotch client stories.
Every Quick Story currently published on Softscotch.com, covering education, ecommerce, healthcare and SaaS. Stock photography represents each client industry; the figures are reported historical results and do not guarantee future performance.
Education Ads + local SEO
183% more leads for an education consultancy
An education consulting business in India needed to build its digital presence and lead flow from scratch.
- Built a new WordPress website
- Used Quora ads to grow daily lead volume
- Added Local SEO and community engagement
Home solutions Shopify + SEO
Home-solutions ecommerce growth
A home-solutions business was dependent on business-to-business (B2B) marketplaces, losing sales and recovering from a Google penalty.
- Resolved the Google penalty
- Revamped the website and online store
- Improved organic visibility and Amazon campaign performance
Health consultant $20/day
Five booked calls a day for a health consultant
A Houston lactation consultant needed to recover a malware-damaged website and rebuild local patient acquisition.
- Rebuilt the hacked site and migrated it to secure hosting
- Ran targeted Facebook and Google campaigns
- Reached top-three local Google positions
Ecommerce 10 months
315% organic growth for an ecommerce site
Softscotch reports a 315% increase in ecommerce organic traffic over 10 months through focused on-page SEO.
- Optimized product and collection pages
- Improved the links between pages and the page addresses (URLs)
- Made the site easier for Google to explore and better matched to what people search for
SaaS platform Cold outreach
9% close rate for a transcription SaaS
A transcription platform needed a qualified prospect list and a reliable email-sending setup for outreach we managed.
- Built a comprehensive prospecting list
- Managed the cold outreach campaigns
- Set up reliable email-sending servers (SMTP)
Healthcare 6 months
182% organic growth for a healthcare clinic
A clinic in a competitive location needed to build organic search visibility from the ground up.
- Built the clinic's foundation for unpaid (organic) Google search
- Combined on-page and off-page SEO
- Reached top-five positions in Google Search
Teams that stopped leaving clicks on the table.
"The Softscotch team has been a solid partner as our business evolved over the last five years. Unlike most agencies, they have never charged us for work that falls outside the agreement. That is what sets them apart."
"Without their knowledge, we would be in a very different place than we are now. Whenever they find something that can be improved, they implement it quickly. I could not be happier with their performance and response time."
"Softscotch goes above and beyond the scope. The time, effort and dedication they put in is like having your own in-house marketing team. They are not just another marketing company."
"We are extremely happy with Softscotch, such an attentive team. No project is too small, and they give their 100%. We are extremely satisfied with their work."
"Softscotch is a great team to work with: transparent, reliable and genuinely invested in the growth of your company. They are good partners to have by your side."
"The Softscotch team has been a solid partner as our business evolved over the last five years. Unlike most agencies, they have never charged us for work that falls outside the agreement. That is what sets them apart."
"Without their knowledge, we would be in a very different place than we are now. Whenever they find something that can be improved, they implement it quickly. I could not be happier with their performance and response time."
"Softscotch goes above and beyond the scope. The time, effort and dedication they put in is like having your own in-house marketing team. They are not just another marketing company."
"We are extremely happy with Softscotch, such an attentive team. No project is too small, and they give their 100%. We are extremely satisfied with their work."
You'll always know exactly what we changed.
Plenty of agencies go quiet after the audit and you never quite know what you're paying for. We do the opposite. You get a live view of every change and what it moved, in plain language you can act on.
Live client dashboard
Every change, score and ranking in one place you can open any time, not a monthly PDF you wait around for.
Ready for your review
Weekly video summary
A short screen-recorded video (Loom) each week walking you through exactly what shipped and what it moved, so nothing is a mystery.
Before
After
Before/after score per page
See the exact lift on every page we touch, not a vague "it's improving" you have to take on faith.
Approved page updates are live.
Product details need a review.
Confirm the next priority pages.
Plain-English reporting
Clicks, rankings and revenue, explained in words you can act on, instead of a wall of charts about how often you were seen (impression charts.
Reports on demand
Ask for any cut of the data whenever you need it and get it, no waiting for the end of the month.
- ✓Proposed
Softscotch prepares the change.
- ✓Approved
Your team gives the go-ahead.
- ✓Published
Checked live and recorded.
Ethical, transparent, always on
One accountable team, strictly white-hat (only methods search engines and platforms allow), no shortcuts and no surprises. Support whenever you need it.
One Softscotch plan gives you access to the full service stack, coordinated around your priorities.
You do not need a separate agency or retainer for every channel. Your plan can draw from search, paid media, web, ecommerce, outreach, automation, lead generation, messaging, content, creative and operations. The agreed scope sets what is active, in what order and at what capacity.
One price for everything, not a stack of separate retainers.
You get one price for your whole marketing, not a separate retainer for every service. SEO, paid ads, your website, automations, cold email and newsletters, we run all of it as a single scope, so you get the most result for what you pay. Agencies sell each of these on its own, so the invoice climbs whether or not that line drives a single lead.
A different agency or retainer for each service. The bill stacks up fast, and keeps climbing whether or not each one moves a single lead.
Plus the one-off build, and a fresh contract, kickoff and onboarding delay for every new service you add.
We run your whole marketing as one engagement, so you get the most result for what you pay, not a pile of disconnected invoices.
- SEO: technical, on-page, content, local and AI search
- Template-built pages (programmatic SEO), links from other websites (backlinks) and authority
- CRO and landing pages
- Paid ads across Google and Meta
- Automations, cold email and newsletters
- WordPress build, setup and ongoing care
- One team, one roadmap and one point of contact
- Reporting tied to qualified leads and revenue
Priced to your site after the audit. No sticker price, and no per-service creep.
Prompt gap analysis FAQs
These answers explain the question sample, which AI tools are included, competitors, how answers are recorded, what you get, costs, timing, who owns what and the limits.
What is included in a prompt gap analysis?
Your proposal can include researching where buyer questions come from, grouping questions by what buyers want, asking them in named AI assistants and search features, dated records of answers and sources, what answers say about your brand and competitors, a review of quoted pages, gaps in your content and proof, priorities, a walkthrough of the findings with your team and a pack for repeat checks. It names the exact sample.
Where do the questions come from?
They can come from approved customer questions, sales and service records, search data, market research and subject experts. We write down where each one came from, and we don't treat a keyword list as the whole buyer journey.
Which AI tools are included?
Only the exact AI assistants, search features, apps, APIs, accounts and login states named in your proposal. Each product is recorded and reported separately, never blended together.
Does the question list cover every buyer question?
No. It is a limited sample chosen for clear reasons. The report explains which roles, decisions, countries and question groups are covered, what is left out and why it can't cover everything.
What details are recorded for each answer?
We keep the exact question, any earlier messages in the chat, the AI tool, how we accessed it, the visible account or AI model details, country, language, date, time, the answer, any error and the quoted sources the method can capture.
How are competitors chosen?
You approve which competitors and comparisons are included. We can also include known alternatives and organizations that show up in the sample, without claiming the list reflects full market share.
What does it prove when an AI answer quotes a source?
It proves that the recorded answer visibly referred to that source in that run. It doesn't show the full process the AI tool used to find sources, and it doesn't guarantee the page will be quoted again.
Does allowing AI crawlers guarantee I'll show up in ChatGPT or other AI tools?
No. OpenAI's official guides treat OAI-SearchBot (the robot that finds pages for ChatGPT search) separately from its other robots, such as the one that collects training data. Allowing OAI-SearchBot keeps your site eligible to appear in ChatGPT search results, but it doesn't guarantee that your pages will be used, included, quoted, placed well or send you visitors.
Does this give me an AI ranking?
No. Answers and the order of sources can change between runs, AI tools, users, countries and over time. We report dated findings and patterns that repeat, not a fixed ranking that applies everywhere.
Do you check answers for factual errors?
Yes. We compare important descriptions and claims with facts you have approved and with original sources where available, then record contradictions, missing conditions and disputed points for the right person to deal with.
Will you update our content or technical settings?
Only when a separate piece of work names the pages, wording, profiles, data feeds, AI robot settings, technical work, reviews and tests of done. The core service is measuring and setting priorities.
What outside costs may apply?
API usage fees, research or visibility tools, monitoring, storage, extra accounts, translation, specialist reviews, content, technical work and digital PR are separate unless they are listed and priced.
What does the report keep separate?
It keeps apart your settings for AI robots, robot visits, appearing in sample answers, being quoted, visits sent to your site, what visitors do there, leads, sales and proof that our work caused a change, treating each as a different kind of evidence.
Can you repeat the study later?
Yes. The handover keeps the questions, AI tools, context and recording rules, and the repeat report notes changes to the AI tools, changes to your website, failures and anything we couldn't keep the same.
If the answers change, does that prove our work caused it?
No. Updates to the AI tools, different wording, login state, competitors and other changes can all change answers. Stronger proof would need a carefully controlled test, and that may not be possible.
Can you guarantee mentions, quotes or traffic?
No. Softscotch is responsible for the agreed sample, the analysis and the handover. The AI companies control how their robots read sites, which sources they use and what answers they give, and buyer behavior and your offer affect business results.
How long does a first study take?
Agreeing the method and the groups of questions usually takes 3 to 5 working days. A limited first round of recording answers and a priority map usually take 1 to 2 weeks. More AI tools, languages, questions, repeat runs and access limits make it longer.
How is prompt gap analysis priced?
The price depends on the number of AI tools, accounts, countries, languages, question groups, runs, records, competitors, sources, APIs, other tools, storage, how detailed the review is and the handover work. Your proposal sets out exactly what is included first.