AI performance management software, We built it from the ground up, not bolted on.
The first AI-native performance management platform. GPT-4 summaries. ONA data. Bias detection. Calibration in hours, not weeks. CHROs who've seen real AI performance management trust Confirm.
AI Performance Management Software
Your performance software isn't AI-powered. It's AI-washed.
Every legacy performance platform has added an "AI" badge in the last two years. A chatbot here, a writing assistant there, a predictive analytics dashboard that recommends things you already know.
None of it fixes the actual problem: Performance management still relies on what your manager thinks of you. And what your manager thinks of you still depends on how visible you are, how much you remind them of themselves, and whether you happened to do something memorable right before review season.
That's not AI performance management. That's a biased, visibility-driven process with a ChatGPT wrapper on top.
We built Confirm differently. We started with a single question: if you could design performance management from scratch knowing what AI can do today, what would it look like? The answer is Confirm, a system that measures actual contribution, surfaces objective evidence, and uses AI to amplify human judgment instead of automating bias.
CHROs at Canada Goose · Trillium Flow · Thoropass · Ardurra trust Confirm
ONA: the only AI performance data that can't be gamed
Every other performance signal can be gamed: SMART goals get set low, peer reviews get traded, manager ratings follow politics. Organizational Network Analysis is different. ONA automatically measures who people actually work with, who they go to for help, and who drives cross-functional outcomes, from the tools they already use. You can't optimize for it. It just shows up as the truth.
Passive, continuous measurement
ONA runs continuously in the background, Slack, email, calendar, GitHub, Jira. No surveys, no additional work. By the time review season comes, you have months of objective evidence.
Cross-functional visibility
Traditional reviews only capture what managers see. ONA captures contributions that cross team boundaries: the engineer who mentors across orgs, the PM who enables five other teams. Hidden talent becomes visible.
GPT-4 writes the reviews. Managers make them great.
The average manager spends 8-12 hours per review cycle writing performance summaries from memory. Confirm's GPT-4 integration generates a comprehensive draft for every employee, grounded in ONA data and review history. Managers spend 60-90 minutes editing and personalizing instead of 8-12 hours writing from scratch. Quality goes up. Time goes down.
Evidence-grounded summaries
Every AI-generated summary cites specific ONA signals: 'Collaborated with 14 cross-functional partners in Q4' is more useful than 'works well with others.'
Fully editable
AI generates the draft. Managers shape it into a reflection of their actual perspective. No AI output is ever final without human review.
Bias detection that actually catches bias
Confirm's AI monitors review language in real time for patterns associated with gender bias, racial bias, and affinity bias. It doesn't just flag words, it flags inconsistencies. If managers use 'assertive' for men and 'aggressive' for women displaying identical behavior, Confirm catches it. If a manager rates all their in-person reports higher than remote ones despite similar ONA contribution, Confirm surfaces the data.
Language bias detection
Flags gender-coded language, achievement attribution bias (luck vs. skill), and inconsistent standards across demographic groups.
Structural bias detection
Identifies patterns where groups (remote workers, minorities, certain genders) consistently receive lower ratings despite comparable ONA contribution data.
"[Confirm finds] which workers are vital to the flow of information."
"An effective way of reducing bias and creating an even playing field."
"[Confirm] creates a fairer playing field by expanding leaders' visibility."
Frequently Asked Questions
What is AI performance management software?
AI performance management software uses artificial intelligence to make performance reviews faster, fairer, and more accurate. Confirm's platform uses GPT-4 to generate manager review summaries, Organizational Network Analysis (ONA) to reveal actual contributors beyond manager perception, and real-time bias detection to flag unfair language before reviews are delivered. The result: reviews that are 50–75% faster and dramatically more equitable.
Does AI replace managers in the review process?
No — AI amplifies managers, it doesn't replace them. Confirm's AI generates first-draft summaries and surfaces evidence, but managers make all final decisions. Instead of spending 6 hours writing reviews from memory, managers spend 90 minutes editing AI-generated summaries grounded in objective data. Quality goes up; time goes down.
How is Confirm different from legacy tools with AI features?
Legacy tools like Workday and SuccessFactors bolt AI features onto fundamentally old architectures that digitize the same broken process. Confirm was built from scratch around three AI pillars: ONA data that objectively measures contribution, GPT-4 that synthesizes performance context at scale, and a bias detection layer that actively flags unfair patterns. It's AI all the way down — not an add-on.
What is Organizational Network Analysis (ONA) and why does it matter?
ONA maps who collaborates with whom across the organization by analyzing communication and workflow patterns. In performance management, ONA reveals which employees are driving impact beyond what their manager can directly observe — the connectors, multipliers, and domain experts who enable others. Companies using ONA find that 15–20% of employees have organizational influence far exceeding their official seniority or visibility.
How does AI detect bias in performance reviews?
Confirm's bias detection analyzes review language and rating patterns for five common biases: gender (different language for similar behaviors), recency (over-weighting recent projects), similarity (rating people like the manager higher), halo effect (one strength overshadowing everything), and group bias (one team's ratings consistently higher). Each flag includes comparative data and a specific suggestion — not just an alert.
Explore the whole platform
Performance Reviews
Modern performance management powered by ONA and AI.
Explore this feature ›Engagement Surveys
Turn employee feedback into action, faster.
Explore this feature ›OKRs and Goals
Track OKRs and career goals in one place.
Explore this feature ›Talent Management
Make better talent decisions, without the bias.
Explore this feature ›Feedback and Growth
Empower continuous feedback and development.
Explore this feature ›See Confirm in action
See why forward-thinking enterprises use Confirm to make fairer, faster talent decisions and build high-performing teams.
