If you need to migrate from Peec AI, your team has likely hit a wall. Maybe you’re seeing competitors cited in ChatGPT answers while your brand stays invisible. Maybe Peec’s feature set stopped aligning with how your B2B SaaS, agency, or e‑commerce brand needs to track and improve AI answer engine visibility. The platform works for basic monitoring, but when you need to act on the data, generating content engineered to rank in AI search at scale, across ChatGPT, Perplexity, Gemini, Claude, and Grok, you need a different tool.
Migration from Peec AI to SearchFit isn’t just switching dashboards. It’s rebuilding your answer engine optimization (AEO) stack so you can move faster than competitors who are still guessing at what drives LLM citations. This guide is a step‑by‑step playbook for SEO and growth leads who need to preserve prompt libraries, competitor tracking, and alerting continuity during the transition. No filler, just the tactics and checks that get you back to monitoring and improving AI visibility within hours, not days.
Prerequisites
Before you start, gather these:
- Peec AI account access with admin or owner permissions to export data.
- SearchFit account (start at https://searchfit.ai if you haven’t yet).
- A list of all domains and sub‑domains you were tracking in Peec, include the URL paths for any high‑priority landing pages, blog posts, or product pages.
- Your current alerting destinations (Slack channels, email recipients, webhook URLs) so you can replicate them exactly in SearchFit.
- A spreadsheet or document to map Peec features to SearchFit equivalents; this becomes your migration checklist.
- 30 minutes of uninterrupted time, the actual steps take less than two hours, but rushing through validation causes the most common post‑migration issues.
If your Peec plan includes API access, also note your current API key details, though they won’t transfer directly, you’ll re‑create integrations using SearchFit’s API and pre‑built templates.
Step 1: Audit Your Peec AI Setup and Decide What to Migrate
Before exporting anything, take 15 minutes to audit exactly what Peec is doing for you today. This prevents migrating noise and focuses your SearchFit setup on high‑impact pieces.
What to audit:
- Prompt library. List every prompt you’ve saved for generating or evaluating content. Note which engines each prompt targeted (ChatGPT, Perplexity, Gemini, Claude).
- Competitor tracking. Export the list of competitor domains and specific queries you monitor. Check which competitors actually appear in AI answers, if a domain hasn’t been cited in 60 days, consider dropping it.
- Alert rules. Document each alert: what triggers it, how frequently it checks, and where notifications go. Often, Peec users over‑alert on low‑priority changes; this is your chance to tighten threshold rules.
- Reporting cadence. If you’ve set up recurring reports, list them. Note the metrics, audience, and delivery method (email, Slack, CSV export).
- API integrations. If you used Peec’s API to pull citation data into a dashboard or internal tool, review the endpoints and payloads.
Peec keeps a public changelog that can help you understand which features were added or deprecated recently. If a Peec feature you rely on is relatively new, double‑check that you’re not migrating a workflow that was already breaking elsewhere.
Pro Tip: Take screenshots of dashboards, configuration screens, and any custom metrics before you start. These become your reference when you rebuild in SearchFit, ensuring no setting is forgotten.
Step 2: Export All Data From Peec AI
Peec does not offer a one‑click migration tool, so manual export is required. Approach this systematically:
Prompts
- Navigate to your prompt library and export as CSV if available. If not, copy each prompt into a spreadsheet with columns: Prompt Text, Target Engine(s), Date Created, Notes.
- Pay attention to prompt variables or placeholders Peec might use for dynamic insertion, you’ll need to adapt these for SearchFit’s prompt builder.
Competitor and Keyword Tracking
- Export your tracked queries and competitor domains. In Peec, this is usually under “Tracked Topics” or “Competitive Watchlist.” Download CSV.
- Download historical data if you want to keep a record of trend lines. Note the date range, 30 to 90 days is usually sufficient for baseline comparisons.
Alert Configurations
- Most alerts cannot be exported programmatically. Document each alert manually: trigger condition (e.g., “keyword dropped from citation,” “new competitor appeared”), check frequency, notification channel.
- Record any Slack webhook URLs, email lists, or PagerDuty integrations.
Reports
- Download the last two reports you sent to stakeholders so you can replicate the format in SearchFit.
Store all exports in a single folder. Label files clearly: peec_prompts_YYYY‑MM‑DD.csv, peec_competitors_YYYY‑MM‑DD.csv, etc.
Warning: Do not cancel your Peec subscription yet. Keep it active for at least 7 days while you validate SearchFit’s data. Parallel running is the only way to catch continuity gaps.
Step 3: Rebuild Your Prompt Library in SearchFit
Prompt engineering for AI answer engines is different from traditional search. Peec’s prompt builder may have encouraged broad, “content optimiser” style prompts. SearchFit’s approach is more granular, designed for multi‑agent content orchestration that produces articles explicitly structured to rank in AI answers.
How to migrate prompts:
- Log in to SearchFit and navigate to the “Prompts & Content” section.
- Click New Prompt and select the engine(s) you’re targeting, you can test the same prompt variant across ChatGPT, Perplexity, Gemini, and Claude simultaneously.
- For each Peec prompt, rebuild it in SearchFit’s editor. Start with the raw text, then adjust for SearchFit’s strengths:
- Use the entity‑rich approach: SearchFit works better when you specify entities (products, competitors, categories) rather than leaving things open‑ended.
- Add source directives: SearchFit allows you to feed in trusted domains or documents. If you were relying on Peec’s semantic suggestions, you now get more control.
- Tag each prompt with a campaign or client name for multi‑client agency setups.
- Run a test generation for one prompt and review the output for style and factual accuracy. SearchFit’s agent team, Researcher, Writer, Validator, Scorer, means the generated content is fact‑checked against the web, so you’ll likely see fewer hallucinations.
If you’re running an agency, consider creating prompt templates per client and sharing access via SearchFit’s team management.
Pro Tip: SearchFit allows you to assign a target “AEO Score” to each prompt. Start with a score of 80 and iterate upward based on initial citation results. This gives you a measurable benchmark Peec didn’t offer.
Step 4: Import Competitor Tracking and Set Up AI Visibility Baselines
Competitor tracking is the core of any AEO migration. A single misconfigured competitor list means you’ll miss new AI citations and lose ground to rivals who are getting cited in ChatGPT or Perplexity.
Import competitors:
- In SearchFit, go to Competitors → Add Competitors.
- Upload the CSV you exported from Peec. SearchFit will parse domains and create tracking profiles.
- For each competitor, review the “tracking engines” setting. Peec may have only covered ChatGPT; SearchFit lets you track the same competitor across ChatGPT, Perplexity, Gemini, Claude, and Grok. Enable all relevant engines.
- Map competitor domains to your own tracked pages. SearchFit’s competitive intelligence module automatically identifies gaps where competitors are cited but your brand isn’t. Use the reverse‑engineer workflow to build a priority hit list.
Set baselines:
Before building alerts, you need a current snapshot. Run an initial visibility scan for your own domain and all competitors. Let the crawl finish (typically under 10 minutes for up to 200 tracked URLs). Export this baseline report. You’ll compare against it after 72 hours to confirm the migration didn’t lose data fidelity.
SearchFit’s multi‑source analytics dashboards let you blend this AI visibility data with Google Analytics 4 and Google Search Console signals, so you can validate whether changes in organic traffic correlate with AI citation movements, a connection Peec rarely surfaced.
Step 5: Recreate Alerting Continuity (No Gaps, No False Negatives)
Alerting during a migration is the most fragile piece. If your team is used to getting Slack pings when a competitor starts appearing in a Perplexity answer, an hour of silence can cause internal panic, or worse, missed opportunities.
Rebuild alerts in SearchFit:
- Navigate to Alerts and click New Alert Rule.
- For each Peec alert, find the SearchFit equivalent:
- “Keyword dropped from citations” → SearchFit condition: “Citation count decreased by >X%” and specify engine.
- “New competitor detected” → SearchFit: “New domain appeared in tracked answer engine results.”
- “Sentiment change” → SearchFit allows sentiment tracking on citations, so set a rule if negative mentions cross a threshold.
- Set the check frequency. SearchFit supports near‑real‑time monitoring via the real‑time citation API; you can stream citation events instead of waiting for daily batch alerts.
- Enter your notification channels: Slack, email, webhook. SearchFit supports the same destinations, so use the same Slack webhook URLs and email lists you documented in Step 2.
- Test every alert. Manually trigger a test event from the alert configuration screen to confirm delivery. Do this for each rule before moving on.
Alerting checklist:
- Every Peec alert rule has a SearchFit equivalent
- Notification channels are all verified
- Test events have been received in every channel
- Alert frequency matches or improves upon the Peec cadence
Warning: Don’t set alerts to trigger on every minor fluctuation during the first week. AI citation data is inherently noisy during initial crawl. Set thresholds a bit wider until your baseline stabilizes, then tighten.
Step 6: Validate Your AEO Score and AI Visibility Baseline
SearchFit computes a unified AEO Score that Peec doesn’t offer. Before you report anything to leadership, validate that your visibility data is accurate and complete.
Run an AEO audit:
- Use SearchFit’s 5‑minute AEO audit to get a quick snapshot.
- Cross‑check the top‑cited pages with what Peec was reporting last. If Peec said your pricing page was cited in ChatGPT, SearchFit should show similar, though possibly more detailed, data.
- Look for gaps. If Peec was tracking queries that SearchFit initially misses, add them manually as “Tracked Queries.” SearchFit supports more query variations per domain.
Why this matters:
A B2B SaaS client that migrated to SearchFit saw an initial AEO Score of 54, which within 30 days rose to 86, and AI answer engine citations increased by 340%. That jump happened because SearchFit identified citation gaps across Gemini and Claude that Peec hadn’t monitored. Validate your baseline so you can measure similar impact.
Step 7: Run a 7‑Day Parallel Monitoring Period
This is non‑negotiable. Keep Peec active and run SearchFit side by side for seven full days. Compare:
- Daily citation counts for the same set of tracked queries.
- Competitor appearance frequency.
- Alert volume and accuracy, false positives are common in the first 48 hours while SearchFit refines its understanding of your niche.
If SearchFit detects a drop in visibility that Peec doesn’t, investigate immediately. It could be a genuine ranking change, or it could be a setup gap (e.g., you missed a query variation). Conversely, if SearchFit finds citations Peec missed, you’ve already gained ground.
During this parallel period, start combining Google Search Console data with SearchFit’s AI visibility metrics. This reveals whether AI citations correlate with click‑through changes, a correlation Peec’s siloed reporting wouldn’t surface.
Step 8: Fully Cut Over and Deprovision Peec
After 7 days with no critical gaps, schedule the cutover:
- Export final historical data from Peec, one last CSV of everything. Archive it.
- Redirect any remaining Peec API integrations to SearchFit’s API. Use the API templates to rebuild in minutes, not days.
- Update all internal documentation (playbooks, client‑facing dashboards) to reference SearchFit.
- Cancel Peec subscription. Confirm cancellation and note any data retention policies.
- Announce internally that AI visibility monitoring is now running on SearchFit, with links to the new dashboards.
Post‑Migration: Optimize Your SearchFit Setup for Long‑Term AI Visibility
Migration complete, but you’re not done. SearchFit unlocks capabilities that were never possible in Peec. Prioritize these next three moves:
- Make first‑party analytics your single source of truth. SearchFit captures real citation events, not third‑party estimates. Read the argument for why your own data wins and configure your dashboards accordingly.
- Install the Claude plugin for in‑workflow visibility. SearchFit is live in the Claude Plugin Marketplace, and installation takes minutes. Marketing teams are already using SearchFit inside Claude to automate AEO and scale content ranking.
- Build automated AEO reports for stakeholders. Use the API to schedule weekly PDF reports that blend GA4, GSC, and AI citation data, delivered to Slack or email without manual effort.
If you lose AI citations post‑migration:
Sometimes a visibility dip happens because of changes in the AI engines themselves, not your migration. SearchFit’s step‑by‑step recovery guide helps you diagnose whether you’re dealing with a platform shift, a content quality issue, or a structured data gap. Since SearchFit includes multi‑agent orchestration, you can spin up content refreshes target‑built for the engine that dropped you.
When you’re ready to go deeper, the complete AEO guide lays out the long‑term playbook for B2B SaaS that needs to dominate AI answer engines, not just track them.
Conclusion
Migrating from Peec AI to SearchFit is a series of tactical, controllable steps. Audit, export, rebuild, validate, parallel‑run, cut over. The checklist ensures nothing slips: prompts, competitors, alerting continuity. The payoff is a platform that doesn’t just tell you where you’re invisible, it generates the content that gets you cited, and gives you real‑time tracking across ChatGPT, Perplexity, Gemini, Claude, and Grok.
If you run into a step that doesn’t map perfectly, SearchFit’s support team can help migrate bulk data. But for most SEO and growth leads, the playbook above is all you need to switch in under a week and emerge with a stronger AEO foundation than you had in Peec.
Key takeaways:
- Export prompts, competitors, alerts, and historical data from Peec before canceling.
- Rebuild prompts using SearchFit’s entity‑rich approach and set measurable AEO scores.
- Import competitor lists and enable tracking across all AI engines, not just ChatGPT.
- Recreate alerts with exact notification channels, and test every rule.
- Parallel‑run for 7 days to validate data continuity.
- Post‑migration, leverage Claude plugin, API automation, and first‑party analytics to gain an edge Peec couldn’t provide.