diff --git a/polonius-engine/src/output/hybrid.rs b/polonius-engine/src/output/hybrid.rs
new file mode 100644
index 00000000000..f1912a09a70
--- /dev/null
+++ b/polonius-engine/src/output/hybrid.rs
@@ -0,0 +1,29 @@
+// Copyright 2019 The Rust Project Developers. See the COPYRIGHT
+// file at the top-level directory of this distribution and at
+// http://rust-lang.org/COPYRIGHT.
+//
+// Licensed under the Apache License, Version 2.0 <LICENSE-APACHE or
+// http://www.apache.org/licenses/LICENSE-2.0> or the MIT license
+// <LICENSE-MIT or http://opensource.org/licenses/MIT>, at your
+// option. This file may not be copied, modified, or distributed
+// except according to those terms.
+
+//! A hybrid version combining the optimized Datafrog model with the
+//! location-insensitive version.
+
+use crate::output::datafrog_opt;
+use crate::output::location_insensitive;
+use crate::output::Output;
+use facts::{AllFacts, Atom};
+
+pub(super) fn compute<Region: Atom, Loan: Atom, Point: Atom>(
+    dump_enabled: bool,
+    all_facts: AllFacts<Region, Loan, Point>,
+) -> Output<Region, Loan, Point> {
+    let lins_output = location_insensitive::compute(dump_enabled, &all_facts);
+    if lins_output.errors.is_empty() {
+        lins_output
+    } else {
+        datafrog_opt::compute(dump_enabled, all_facts)
+    }
+}
diff --git a/polonius-engine/src/output/location_insensitive.rs b/polonius-engine/src/output/location_insensitive.rs
index 40f0bda9f03..d9e7bc4057c 100644
--- a/polonius-engine/src/output/location_insensitive.rs
+++ b/polonius-engine/src/output/location_insensitive.rs
@@ -18,7 +18,7 @@ use facts::{AllFacts, Atom};
 
 pub(super) fn compute<Region: Atom, Loan: Atom, Point: Atom>(
     dump_enabled: bool,
-    mut all_facts: AllFacts<Region, Loan, Point>,
+    all_facts: &AllFacts<Region, Loan, Point>,
 ) -> Output<Region, Loan, Point> {
     let all_points: BTreeSet<Point> = all_facts
         .cfg_edge
@@ -27,12 +27,11 @@ pub(super) fn compute<Region: Atom, Loan: Atom, Point: Atom>(
         .chain(all_facts.cfg_edge.iter().map(|&(_, q)| q))
         .collect();
 
-    all_facts
-        .region_live_at
-        .reserve(all_facts.universal_region.len() * all_points.len());
+    let mut region_live_at = all_facts.region_live_at.clone();
+    region_live_at.reserve(all_facts.universal_region.len() * all_points.len());
     for &r in &all_facts.universal_region {
         for &p in &all_points {
-            all_facts.region_live_at.push((r, p));
+            region_live_at.push((r, p));
         }
     }
 
@@ -45,7 +44,7 @@ pub(super) fn compute<Region: Atom, Loan: Atom, Point: Atom>(
         let mut iteration = Iteration::new();
 
         // static inputs
-        let region_live_at: Relation<(Region, Point)> = all_facts.region_live_at.into();
+        let region_live_at: Relation<(Region, Point)> = region_live_at.into();
         let invalidates = Relation::from_iter(all_facts.invalidates.iter().map(|&(b, p)| (p, b)));
 
         // .. some variables, ..
diff --git a/polonius-engine/src/output/mod.rs b/polonius-engine/src/output/mod.rs
index 19d225a67c3..78d409f66c5 100644
--- a/polonius-engine/src/output/mod.rs
+++ b/polonius-engine/src/output/mod.rs
@@ -13,6 +13,7 @@ use std::borrow::Cow;
 use std::collections::{BTreeMap, BTreeSet};
 
 mod datafrog_opt;
+mod hybrid;
 mod location_insensitive;
 mod naive;
 use facts::{AllFacts, Atom};
@@ -24,14 +25,21 @@ pub enum Algorithm {
     LocationInsensitive,
     /// Compare Naive and DatafrogOpt.
     Compare,
+    Hybrid,
 }
 
 impl Algorithm {
     /// Optimized variants that ought to be equivalent to "naive"
     pub const OPTIMIZED: &'static [Algorithm] = &[Algorithm::DatafrogOpt];
 
-    pub fn variants() -> [&'static str; 4] {
-        ["Naive", "DatafrogOpt", "LocationInsensitive", "Compare"]
+    pub fn variants() -> [&'static str; 5] {
+        [
+            "Naive",
+            "DatafrogOpt",
+            "LocationInsensitive",
+            "Compare",
+            "Hybrid",
+        ]
     }
 }
 
@@ -43,8 +51,9 @@ impl ::std::str::FromStr for Algorithm {
             "datafrogopt" => Ok(Algorithm::DatafrogOpt),
             "locationinsensitive" => Ok(Algorithm::LocationInsensitive),
             "compare" => Ok(Algorithm::Compare),
+            "hybrid" => Ok(Algorithm::Hybrid),
             _ => Err(String::from(
-                "valid values: Naive, DatafrogOpt, LocationInsensitive, Compare",
+                "valid values: Naive, DatafrogOpt, LocationInsensitive, Compare, Hybrid",
             )),
         }
     }
@@ -117,7 +126,7 @@ where
             Algorithm::Naive => naive::compute(dump_enabled, all_facts.clone()),
             Algorithm::DatafrogOpt => datafrog_opt::compute(dump_enabled, all_facts.clone()),
             Algorithm::LocationInsensitive => {
-                location_insensitive::compute(dump_enabled, all_facts.clone())
+                location_insensitive::compute(dump_enabled, &all_facts)
             }
             Algorithm::Compare => {
                 let naive_output = naive::compute(dump_enabled, all_facts.clone());
@@ -133,6 +142,7 @@ where
                 }
                 opt_output
             }
+            Algorithm::Hybrid => hybrid::compute(dump_enabled, all_facts.clone()),
         }
     }
 
diff --git a/src/test.rs b/src/test.rs
index f9798eae730..6f0c658506b 100644
--- a/src/test.rs
+++ b/src/test.rs
@@ -48,6 +48,10 @@ fn test_facts(all_facts: &AllFacts, algorithms: &[Algorithm]) {
         assert_equal(&naive.borrow_live_at, &opt.borrow_live_at);
         assert_equal(&naive.errors, &opt.errors);
     }
+
+    // The hybrid algorithm gets the same errors as the naive version
+    let opt = Output::compute(all_facts, Algorithm::Hybrid, true);
+    assert_equal(&naive.errors, &opt.errors);
 }
 
 fn test_fn(dir_name: &str, fn_name: &str, algorithm: Algorithm) -> Result<(), Error> {