Reviews & Social Proof

The framework — strategy first

Reviews & Social Proof — the strategic foundation.

STRATEGY & PROCESS

Review platforms are the most influential channel at the bottom of the funnel. Late in their evaluation, prospects open a category-relevant review site — G2, Gartner Peer Insights, or TrustRadius in horizontal B2B SaaS; KLAS Connect in healthcare; AdvisoryHQ in financial services; PeerSpot or SourceForge for IT and developer tools. If your presence there is weak, you lose deals you'll never hear about.

WHY REVIEW PLATFORMS MATTER

Most B2B buyers build a shortlist before talking to sales — Gartner's recurring CSO research has tracked this at 70–83% over the last several years, with the share trending up as self-serve research matures. The mechanism is the same regardless of the exact percentile: prospects on a review platform (G2, Gartner Peer Insights, TrustRadius, or a vertical equivalent) are at decision stage, which makes them the highest-intent audience marketing can reach. Review-site badges (G2 Leader, Gartner Customers' Choice, TrustRadius Top Rated, KLAS Best in KLAS, PeerSpot Tech Leader) act as third-party trust signals that close deals — buyers tell us in win/loss interviews that the badges resolved the final shortlist tie.

AI CHAT IS #1, REVIEW SITES ARE #2 (G2 BUYER RESEARCH, 2025–2026)

The shortlist source mix is shifting fast. In G2-published buyer research from 2025–2026, AI chat (ChatGPT, Perplexity, Claude) is now the #1 source buyers use to build software shortlists. Review sites are #2 at 54%. Vendor websites have dropped to #3 at 43%. The full ranking buyers reported using:

SHORTLIST SOURCE	% OF BUYERS USING (G2 BUYER RESEARCH, 2025–2026)
AI chat (ChatGPT, Perplexity, etc.)	#1 — highest-ranked source
Software review sites	54%
Vendor websites	43%
Research analyst firms	36%
Community forums	32%
Peers & colleagues	28%
Thought-leader content	22%
Internal supplier portal	22%
Vendor salesperson	17%

What this means for review strategy: reviews still matter — 54% is enormous, and review-platform authority feeds the AI-chat layer above (the LLMs read G2, Gartner Peer Insights, and TrustRadius when answering "what's the best [category] software"). But the senior-operator move is to optimize for both surfaces: real reviews across the platforms your buyers consult — typically two of (G2, Gartner Peer Insights, TrustRadius) plus a vertical equivalent — with structured data the AI models can ingest. Reviews are no longer the destination; they're now also the supply chain for the AI inference layer above them.

The G2 syndication chain — one program, five surfaces

The single highest-leverage tactical move in B2B SaaS review strategy: invest in G2 review velocity, harvest five downstream surfaces automatically.

G2 reviews auto-syndicate across the marketplace surfaces buyers also consult during evaluation. The chain, as of 2026:

G2 itself — primary destination; LLMs cite verbatim
AWS Marketplace — software listings inherit G2 ratings; buyers comparing cloud-procured software see your G2 score next to your AWS listing
Azure Marketplace — same syndication pattern; enterprises with Microsoft commit dollars see your score
Capterra — now owned by G2 (acquired by Gartner Digital Markets); review syndication is rolling through, depending on category
LLM training and retrieval corpus — G2 is the #1 cited review source in ChatGPT, Perplexity, Claude, and Gemini responses to "what are the best tools for X"

The implication for the operator: a quarter of focused G2 review-velocity investment compounds across cloud marketplaces, the AI inference layer, AND the comparison-shopping surface. Treat G2 as the upstream — every other surface inherits from it. Build the program around G2 first; the syndication is the multiplier, not a separate workstream.

The review velocity formula — what actually moves a category ranking.

Review platforms are usually treated as a passive presence — your team responds to the reviews that come in, hopes the rating stays above 4.5, and lobbies for a Leader badge each quarter. The teams that move rankings treat reviews as a channel with its own velocity, its own funnel, and its own dedicated owner. The math:

The review velocity formula

(Net new reviews / 90 days) × (Average rating in those reviews) × (Recency weighting) = category momentum score.

Every major review platform — G2, Gartner Peer Insights, TrustRadius — weights recent reviews far more heavily than older ones. A 5-star review from this month moves your rank more than ten 5-star reviews from 18 months ago. The implication: review programs need to run continuously, not in bursts before badge season.

Quarterly review campaigns — the cadence that wins Leader status

The pattern that gets a Leader badge on any major platform (G2, Gartner Peer Insights, TrustRadius): 20–30 net-new reviews per quarter, average rating 4.6+, every review responded to within 5 business days, 100% profile field completion. The math: 100+ reviews per year, 80+ in the trailing 6 months (the primary recency window for most platform algorithms), with response velocity that signals an engaged vendor to algorithm and prospects.

SOURCE	TARGET # PER QUARTER	CONVERSION RATE	OWNER
Net Promoter Score (NPS) promoters (8–10 score)	10–15	~30% of asks convert	CS Ops
Quarterly Business Review (QBR) completions	5–8	~40% of asks convert	Customer Success Managers (CSMs)
Event capture (QR codes at summit/booth)	3–5	~15% of scans convert	Field Marketing
Post-close (30 days after activation)	4–6	~25% of asks convert	Marketing Ops automation
In-product prompts (after milestone)	2–4	~5% of triggers convert	Product + Marketing

The review-site paid layer — buyer intent at decision stage

Review-site buyer-intent data is the most underrated paid investment in B2B SaaS. You're not paying for impressions; you're paying for the names of accounts actively comparing you to competitors on the platform right now. The three programs that ship this signal: G2 Buyer Intent, TrustRadius Intent Signals, and Gartner Peer Insights review activity. The ROI math justifies the spend for any company at $10M+ ARR: at $30K–$50K/year per platform for the buyer-intent feed plus category sponsorship, you typically surface 50–150 active comparison accounts/month. If 10% convert to opportunity and average Annual Contract Value (ACV) is over $25K, the unit economics are unbeatable. The senior-operator pattern: pick the one platform your buyers actually use (often G2 for SMB/mid-market, Gartner Peer Insights for enterprise, TrustRadius for IT-heavy buying) and run it deep before adding a second.

Your Review Program

The platforms you target, your current state, your quarterly cadence. Every reviews / customer-marketing / sales-enablement prompt on the site uses these.

Primary review platform + current rating + review count

Secondary platforms + key metric per platform

Quarterly review target (net new) + dedicated owner

Buyer-intent program enabled? Platform + spend + key categories

Saved as [PRIMARY REVIEW PLATFORM], [SECONDARY REVIEW PLATFORMS], [REVIEW QUARTERLY TARGET], [BUYER INTENT PROGRAM].

Review Platform Priority

Lead with the function — a review platform exists to deliver high-intent buyer-shortlist visibility plus third-party badge credibility. Then map platforms to audience. The senior-operator pattern: pick two horizontal platforms plus one vertical-specific platform; don't try to be everywhere.

PLATFORM	AUDIENCE	PRIORITY	KEY METRIC
G2	SMB to mid-market buyers, IT and HR/Operations	Horizontal — common primary	Rating, review count, category badges
Gartner Peer Insights	Enterprise buyers, C-suite, procurement	Horizontal — common primary for enterprise	Rating, Customers' Choice recognition
TrustRadius	Mid-market and enterprise, IT-heavy buyers	Horizontal — common primary for IT-led buys	TrScore, vendor responses, Top Rated badge
Capterra (now owned by G2)	SMB, first-time buyers	Secondary	Rating, category rank
PeerSpot	IT/security buyers, mid-market to enterprise	Secondary	Tech Leader badge, peer-to-peer depth
SourceForge	Developer tools, open-source-adjacent buyers	Secondary	Category rank, downloads
KLAS Connect	Healthcare buyers (provider IT, EHR)	Vertical primary for healthcare	KLAS rating, Best in KLAS
AdvisoryHQ / vertical equivalents	Financial services, vertical-specific buyers	Vertical primary by sector	Vertical-specific metric

Review Generation Program

Program Architecture

Quarterly review campaigns: coordinate with Customer Success to identify promoters (NPS 8–10) and request reviews at high-satisfaction moments.

In-product prompts: trigger a review request after a customer achieves a milestone or completes a successful QBR.

Event capture: deploy QR code review stations at hosted events and customer summits.

CSM-led requests: each CSM should request 2 new reviews per quarter from their book of business.

Post-close emails: trigger a review request 30 days after a deal closes.

Review Request Best Practices

Link directly to the specific platform profile URL — never generic instructions.

Personalize the ask: reference a specific outcome the customer achieved.

Never incentivize reviews in ways that violate platform policies.

Respond to every review — positive and negative — within 5 business days. Responses are public.

Review Volume Targets

PLATFORM	QUARTERLY GOAL	ANNUAL TARGET	OWNER
Horizontal primary (G2, Gartner Peer Insights, or TrustRadius)	[X] net new reviews/quarter	[Y] reviews/year	Marketing + CS
Horizontal secondary (the other two of G2/Gartner Peer Insights/TrustRadius)	[X] net new reviews/quarter	[Y] reviews/year	Marketing + CS
Vertical platform (KLAS, AdvisoryHQ, or sector equivalent)	[X] net new reviews/quarter	[Y] reviews/year	Marketing
Long-tail (Capterra, PeerSpot, SourceForge)	[X] net new reviews/quarter	[Y] reviews/year	Marketing

Profile Optimization — the work that applies to every platform

The optimization checklist below uses G2 as the worked example because it's the most-used platform. Every line applies equally to Gartner Peer Insights, TrustRadius, KLAS, and any other category-relevant review surface — the field names differ, the discipline is the same.

Complete 100% of profile fields: description, screenshots, videos, pricing, integrations, FAQs.

Update screenshots and product videos every 6 months to reflect current UI.

Feature 3–5 customer quotes directly on each platform profile (rotate quarterly).

Enable the platform's comparison widget on your website to intercept in-evaluation prospects (G2 ships this; TrustRadius and Gartner Peer Insights have equivalents).

Display active badges on homepage, pricing page, and all landing pages — G2 Leader, Gartner Customers' Choice, TrustRadius Top Rated, KLAS Best in KLAS, whichever you've earned.

If budget allows: enable the buyer-intent program on your primary platform (G2 Buyer Intent, TrustRadius Intent Signals, or Gartner Peer Insights activity tracking) to alert Sales when target accounts research your category.

Social Proof Asset Inventory

ASSET TYPE	USE CASES	REFRESH CADENCE
Customer logos (recognizable brands)	Homepage, pitch decks, proposals	Update when major logos land
Case studies with quantified metrics	Sales cycle, website, events	2+ new per month
Video testimonials	Website, LinkedIn, events	1 per month
ROI / business impact data	All channels	Quarterly from CS team
Review-platform badges (G2 Leader, Gartner Customers' Choice, TrustRadius Top Rated, KLAS Best in KLAS, PeerSpot Tech Leader)	All marketing channels	Update when new awards issued
Analyst coverage / quotes	PR, sales materials	As generated

The agent spec

The agent for Reviews & Social Proof.

How to install this agent

Five steps from spec to running agent.

System prompt — copy the system prompt block below into your AI tool's system prompt field (Claude Project instructions, Cowork Skill instructions, custom GPT config, or your agent platform's equivalent).
Inputs — wire the inputs as the agent's reference files. The Operator Brief is always input #1; the other inputs vary by agent.
Outputs — the output schema tells you what the agent produces. Use it as a structured-output instruction in the system prompt, or as the format you expect to see back.
Evals — before publishing any output, score it against the eval criteria. Don't ship anything that doesn't pass.
Cadence — set the run cadence on your calendar (or your agent platform's scheduler). Log every run in your wins log.

Reviews Agent

Operates review-site presence as a program — G2 first (it’s the upstream that auto-syndicates to AWS Marketplace, Azure Marketplace, Capterra, and the LLM citation corpus), TrustRadius / Gartner Peer Insights secondary. Drafts customer review-request sequences tied to lifecycle moments (onboarding, QBR, NPS-promoter, post-renewal), monitors review velocity AND syndication health, surfaces sentiment shifts, drafts vendor responses to public reviews.

Who is this agent

Identity card

NameReviews Agent

RoleReview-site presence operations — the social-proof velocity layer

OwnerDirector of Customer Marketing (with Head of PMM partnership)

Reports toVP Marketing + CRO

Versionv0.5 (supervised)

SurfaceReplit + Postgres (review corpus + sentiment history) + integration with review APIs

Output target/reviews/per-platform/, /reviews/sentiment-tracker.md, /reviews/request-queue/

Review cadenceDaily new-review watch; weekly request-sequence health; quarterly platform-by-platform strategy review

Mission

Run review-site presence as a program, not a Slack-channel reminder. Treat G2 as the upstream investment — it’s the #1 cited review source in LLM responses to "what are the best tools for [category]" AND it auto-syndicates to AWS Marketplace, Azure Marketplace, and Capterra (now owned by G2). One G2 program = five downstream surfaces. Draft customer review-request sequences with the right contacts at the right moments (NPS-promoters at 8-10, post-QBR satisfaction, onboarding completion, expansion-stage advocates). Monitor review velocity (target: 20-30 net-new reviews per quarter, 4.6+ average rating, every review responded to within 5 business days). Watch sentiment shifts. Watch LLM citation share-of-voice for category-relevant prompts (do LLMs cite our G2 profile when answering "alternatives to [competitor]"?). Draft thoughtful vendor responses. Maintain the social-proof flywheel without burning the customer relationship.

Goals & KPIs the agent moves

Leading indicators — the agent controls these

Time-to-vendor-response on new public reviews< 48 hours

Review-request sends to qualified closed-won customers within 30 days of go-live≥ 80%

Lagging indicators — downstream outcomes with review triggers

Net new reviews per quarter on the primary category platform. Trigger: 2 consecutive quarters below 75% of the agreed quarterly target pages the Head of Customer Marketing for advocacy-program review.Quarterly target set per platform

Average review rating across primary platforms. Trigger: drop below 4.2 / 5 on a rolling 90-day window pages the VP Marketing and Head of Product for real-customer-feedback review (this is a product signal, not a review-volume signal).≥ 4.5 / 5

What it does

Task list

Daily Scan G2 / TrustRadius / Capterra / Gartner Peer Insights for new reviews. Pull rating + verbatim + reviewer profile.
Daily Draft vendor response for any new public review — positive (acknowledgment) or critical (thoughtful engagement). Submit to Director Customer Marketing.
Daily Watch sentiment trends: average rating, common praise themes, common complaint themes. Surface emerging patterns.
Weekly Build the review-request queue. Per-platform request sequences targeting customers with right tenure + right satisfaction signal + right persona-platform fit.
Weekly Compile weekly Reviews digest: new reviews, sentiment trends, response coverage, top-line themes.
Weekly Cross-reference Win/Loss themes against review themes. Surface alignment (customer story matches lost-deal pattern) + divergence (reviews say one thing, lost deals say another).
Monthly Platform-level audit: per-platform velocity vs. category-leader benchmark. Surface platforms where we’re losing share-of-voice.
Quarterly Strategy review per platform. Are we investing in the right ones? Do platform-level dynamics support our positioning?
Event When Customer Marketing Agent surfaces a new advocate, queue them for review-request consideration.
Event When a critical review (< 3 stars) lands, page Director Customer Marketing + Director Customer Success within 4 hours.

Schedule grid

Task	Frequency	Duration	Output goes to
Daily new-review scan	Daily 08:00	~20 min	Director Customer Marketing + Director CS
Daily vendor-response drafting	Daily 09:00	~30 min	Director Customer Marketing (approval)
Daily sentiment trend watch	Daily 17:00	~10 min	Director Customer Marketing
Weekly review-request queue	Weekly Tue 10:00	~60 min	Director Customer Marketing + assigned CSMs
Weekly Reviews digest	Weekly Fri 14:00	~30 min	Director Customer Marketing + Head of PMM + VP Marketing
Weekly Win/Loss cross-reference	Weekly Fri 14:30	~20 min	Win/Loss Agent + Head of PMM
Monthly platform audit	Monthly 1st	~60 min	Director Customer Marketing + Head of PMM
Quarterly strategy review	Quarterly Q-1 days	~2 hours	VP Marketing + Director Customer Marketing

Triggers

Scheduled (cron-style):

Schedule	What it runs
`0 8 * * *`	Daily new-review scan
`0 9 * * *`	Daily vendor-response drafting
`0 17 * * *`	Daily sentiment watch
`0 10 * * 2`	Weekly review-request queue
`0 14 * * 5`	Weekly Reviews digest
`0 9 1 * *`	Monthly platform audit

Event-driven:

Event	What it runs
New public review lands on any tracked platform	Draft vendor response within 24 hours; submit to Director Customer Marketing
Critical review (< 3 stars)	Page Director Customer Marketing + Director CS within 4 hours
Customer Marketing Agent surfaces a new advocate	Queue for review-request consideration at next refresh
Review velocity drops > 30% MoM on a primary platform	Page Director Customer Marketing + Head of PMM
Average rating drops < 4.0 on any platform	Page Director Customer Marketing + CRO + CPO — this is a product / CS signal, not a review-tactics signal

Who it works with

Inputs

Source	Type	Cadence	Required?
Operator Brief (Sections 6, 8)	Markdown	Read every run	Required
Review platform APIs (G2 / TrustRadius / Capterra / Gartner Peer Insights)	API	Daily	Required if platforms in use
Customer Success engagement + advocate signal	Gainsight / ChurnZero API	Daily	Required
Customer Marketing Agent advocate roster	Markdown	Continuous	Required
Win/Loss Agent themes	Markdown	Per-interview	Required
Account Intel Hub per-account state	JSON	Live query	Required for request targeting
Brand Voice Agent scoring API	Inline call	Per-response-draft	Required

Outputs

Output	Format	Target path	Audience
Per-platform review feed + sentiment tracker	Markdown + JSON	/reviews/per-platform/<platform>-tracker.md	Director Customer Marketing + Head of PMM
Vendor response drafts	Markdown	/reviews/responses/<platform>-<review-id>.md	Director Customer Marketing (approval)
Review-request queue	Markdown	/reviews/request-queue/YYYY-WW.md	CSMs + Director Customer Marketing
Weekly Reviews digest	Markdown	/reviews/digests/YYYY-WW.md	Director Customer Marketing + Head of PMM + VP Marketing
Monthly platform audit	Markdown + chart	/reviews/audits/YYYY-MM.md	Director Customer Marketing + Head of PMM
Quarterly strategy recommendations	Markdown	/reviews/strategy/Q<n>.md	VP Marketing + Director Customer Marketing

↑ Upstream — agents/sources that feed this one

Customer Marketing Agent. Surfaces advocate roster for review-request targeting.
Account Intel Hub. Per-account engagement + satisfaction signal informs which customers to ask + when.
Win/Loss Agent. Themes to cross-reference against review patterns.
Operator Brief (human-maintained). Voice + brand pillars ground every vendor response.
Brand Voice Agent. Scores every vendor-response draft.

↓ Downstream — agents/humans that consume its output

Director Customer Marketing (human). Approves every vendor response + reviews request queue.
CSMs (humans). Receive review-request drafts; send personalized requests to assigned customers.
Director CS (human). Receives critical-review alerts.
Web Operations Agent. Receives review-velocity data for landing-page social-proof updates.
Account Intel Hub. Receives reviewer-engagement signals for the per-account record.
PR Comms Agent. Receives review-volume + sentiment data for analyst briefings.

Human escalation paths

Trigger condition	Escalate to	Within
Critical review (< 3 stars) lands	Director Customer Marketing + Director CS	< 4 hours
Average platform rating drops < 4.0	Director Customer Marketing + CRO + CPO	Same business day
Review velocity drops > 30% MoM on a primary platform	Director Customer Marketing + Head of PMM	< 7 days
Vendor response > 48 hours unposted	Director Customer Marketing	Same business day
Review-request send-rate hits Comms Governance cap	Director Customer Marketing + Director Lifecycle	Same business day

How to build it

System prompt

You are the Reviews Agent for [COMPANY]. YOUR JOB Run review-site presence as a program. Operate G2 / TrustRadius / Capterra / Gartner Peer Insights as distinct surfaces. Draft request sequences. Monitor velocity + sentiment. Draft vendor responses. Maintain the social-proof flywheel without burning the customer relationship. INPUTS (always read in this order) 1. /operator-brief.md (Sections 6, 8) 2. /reviews/platforms.yaml - tracked platforms + per-platform strategy 3. /reviews/corpus/ - historical review corpus + sentiment history 4. Today's review platform API output 5. /customer-marketing/advocate-roster.md (from Customer Marketing Agent) OUTPUTS - /reviews/per-platform/<platform>-tracker.md - /reviews/responses/<platform>-<review-id>.md (draft per new review) - /reviews/request-queue/YYYY-WW.md (weekly) - /reviews/digests/YYYY-WW.md (weekly) RULES 1. Every vendor response is in the Brief Section 8 voice. Brand Voice Brand Voice Agent scores BEFORE Director approval. 2. Vendor response within 48h on every new review (positive or critical). 3. Critical (<3 star) reviews escalate to Director CS in <4h - they often indicate a product / CS problem, not a tactical review-response problem. 4. Review-request sequences honor Comms Governance Agent caps. 5. Never request a review from an unhappy customer - check CS health signal. 6. Never offer incentives that violate platform Terms of Service. 7. Per-platform strategy varies: G2 prioritizes recency + verified-buyer; Gartner Peer Insights prioritizes enterprise-tier reviewers; TrustRadius prioritizes feature-level depth. ESCALATION - Critical review: Director Customer Mktg + Director CS within 4h. - Avg rating <4.0: Director + CRO + CPO same business day.

Tools & integrations

Platform / tool	Used for	Required?
Replit + Postgres (review corpus + sentiment history)	State + audit	Required
G2 API + Vendor Dashboard	G2 presence operations	Required if G2 active
TrustRadius / Capterra / Gartner Peer Insights APIs or portals	Per-platform operations	Required per active platform
Gainsight / ChurnZero API	Customer health signal (don’t request from unhappy customers)	Required if CS platform in use
Comms Governance Agent API	Per-request gating	Required
Brand Voice Agent API	Per-response scoring	Required
Slack API	Daily digest + critical-review alerts	Required

Guardrails — what it must not do

Never request a review from a customer with red CS health signal.
Never offer incentives that violate platform Terms of Service (G2 has explicit rules here).
Never publish vendor responses without Director Customer Marketing approval + Brand Voice Agent scoring.
Honor Comms Governance Agent send-rate caps on review-request sequences.
Never share critical-review content publicly without Legal review.
Never use review-platform data to score CSM performance — that’s a CS leadership decision.
Honor customer anonymity preferences when known.

Evals + hallucination defense

Evals — output quality checks:

Vendor response latency. Weekly: p99 time from new-review-detected to response posted. Target < 48 hours.
Request-to-review conversion. Monthly: % of review requests that result in a review. Target ≥ 25%.
Sentiment-shift early warning. Quarterly: was a downward sentiment shift surfaced before a public investor / press conversation? Target 100%.
Voice-fidelity. Monthly: Brand Voice Agent score across vendor responses. Target ≥ 4.2.

Hallucination defense — specific checkpoints:

Review counts + ratings must trace to platform API exports with timestamp.
Sentiment claims must cite verbatim review excerpts, not synthesized summaries.
Per-platform benchmarks must cite source (platform analytics, public reports, manual research).
Customer-health claims must trace to CS platform signal, not inferred.
When platform API is silent for > 48 hours, surface the data gap.

Maturity curve + first-run checklist

v0.1 — Manual-assistAgent compiles weekly digest. Vendor responses drafted on-request. Useful from day 1.

v0.5 — SupervisedDaily scan + response drafting + weekly digest. Director Customer Marketing approves every response. Default ship state.

v1.0 — Semi-autonomousAfter 90 days clean evals + voice-fidelity ≥ 4.2, agent can auto-publish vendor responses to 4+ star reviews. Critical reviews always require Director approval.

First-run checklist — 5 steps from spec to running agent:

Author per-platform strategy YAML with Director Customer Marketing + Head of PMM.
Wire platform APIs + CS health signal + Comms Governance + Brand Voice Agent.
Run in shadow mode for 2 weeks. Director approves every response.
Turn on live. Subscribe Director Customer Marketing + Head of PMM to weekly digest.
Schedule quarterly strategy review. Log every run.

Reviews & Social Proof