diff --git a/kotlin/src/commonMain/kotlin/com/xebia/functional/chains/Chain.kt b/kotlin/src/commonMain/kotlin/com/xebia/functional/chains/Chain.kt
index a0a9e730e..d519f3d09 100644
--- a/kotlin/src/commonMain/kotlin/com/xebia/functional/chains/Chain.kt
+++ b/kotlin/src/commonMain/kotlin/com/xebia/functional/chains/Chain.kt
@@ -14,6 +14,8 @@ interface Chain {
 
     data class InvalidInputs(override val reason: String): Error(reason)
 
+    data class InvalidOutputs(override val reason: String): Error(reason)
+
     data class Config(
         val inputKeys: Set<String>,
         val outputKeys: Set<String>,
diff --git a/kotlin/src/commonMain/kotlin/com/xebia/functional/chains/SequenceChain.kt b/kotlin/src/commonMain/kotlin/com/xebia/functional/chains/SequenceChain.kt
index 4c078b49e..47b2a890f 100644
--- a/kotlin/src/commonMain/kotlin/com/xebia/functional/chains/SequenceChain.kt
+++ b/kotlin/src/commonMain/kotlin/com/xebia/functional/chains/SequenceChain.kt
@@ -1,6 +1,91 @@
 package com.xebia.functional.chains
 
-interface SequenceChain : Chain {
-    data class InvalidOutputs(override val reason: String): Chain.Error(reason)
-    data class InvalidKeys(override val reason: String): Chain.Error(reason)
+import arrow.core.Either
+import arrow.core.flatten
+import arrow.core.raise.either
+import arrow.core.raise.ensure
+import arrow.core.raise.Raise
+import arrow.core.raise.recover
+import arrow.core.raise.zipOrAccumulate
+import arrow.core.raise.mapOrAccumulate
+
+fun Raise<Chain.Error>.SequenceChain(
+    chains: List<Chain>,
+    inputVariables: List<String>,
+    outputVariables: List<String>,
+    chainOutput: Chain.ChainOutput = Chain.ChainOutput.OnlyOutput
+): SequenceChain =
+    SequenceChain.either(chains, inputVariables, outputVariables, chainOutput).bind()
+
+open class SequenceChain(
+    private val chains: List<Chain>,
+    private val inputVariables: List<String>,
+    private val outputVariables: List<String>,
+    chainOutput: Chain.ChainOutput = Chain.ChainOutput.OnlyOutput
+) : Chain {
+    data class InvalidOutputs(override val reason: String) : Chain.Error(reason)
+    data class InvalidKeys(override val reason: String) : Chain.Error(reason)
+
+    override val config = Chain.Config(inputVariables.toSet(), outputVariables.toSet(), chainOutput)
+
+    private val outputs = when (chainOutput) {
+        Chain.ChainOutput.OnlyOutput -> outputVariables
+        Chain.ChainOutput.InputAndOutput -> outputVariables.plus(inputVariables)
+    }
+
+    override suspend fun call(inputs: Map<String, String>): Either<Chain.Error, Map<String, String>> =
+        either {
+            val chainRes = chains.fold(inputs) { inputs0, chain ->
+                chain.run(inputs0).map { inputs0 + it }.bind()
+            }
+            chainRes.filter { it.key in outputs }
+        }
+
+    companion object {
+        fun either(
+            chains: List<Chain>,
+            inputVariables: List<String>,
+            outputVariables: List<String>,
+            chainOutput: Chain.ChainOutput
+        ): Either<InvalidKeys, SequenceChain> =
+            either {
+                val allOutputs = chains.map { it.config.outputKeys }.toSet().flatten()
+                val mappedChains: List<Chain> = recover({
+                  mapOrAccumulate(chains) { chain ->
+                        zipOrAccumulate(
+                            { validateSequenceOutputs(outputVariables, allOutputs) },
+                            { validateInputsOverlapping(inputVariables, allOutputs) },
+                        ) { _, _ -> chain }
+                    }
+                }) { raise(InvalidKeys(reason = it.flatten().joinToString(transform = Chain.Error::reason))) }
+                SequenceChain(mappedChains, inputVariables, outputVariables, chainOutput)
+            }
+    }
 }
+
+private fun Raise<Chain.InvalidOutputs>.validateSequenceOutputs(
+    sequenceOutputs: List<String>,
+    chainOutputs: List<String>
+): Unit =
+    ensure(sequenceOutputs.isNotEmpty() && sequenceOutputs.all { it in chainOutputs }) {
+        Chain.InvalidOutputs("The provided outputs: " +
+                sequenceOutputs.joinToString(", ") { "{$it}" } +
+                " do not exist in chains' outputs: " +
+                chainOutputs.joinToString { "{$it}" }
+        )
+    }
+
+private fun Raise<Chain.InvalidInputs>.validateInputsOverlapping(
+    sequenceInputs: List<String>,
+    chainOutputs: List<String>
+): Unit =
+    ensure(sequenceInputs.isNotEmpty() && sequenceInputs.all { it !in chainOutputs }) {
+        Chain.InvalidInputs("The provided inputs: " +
+                sequenceInputs.joinToString { "{$it}" } +
+                " overlap with chain's outputs: " +
+                chainOutputs.joinToString { "{$it}" }
+
+        )
+    }
+
+
diff --git a/kotlin/src/commonMain/kotlin/com/xebia/functional/chains/SimpleSequenceChain.kt b/kotlin/src/commonMain/kotlin/com/xebia/functional/chains/SimpleSequenceChain.kt
index cbe6094fa..a64601a6f 100644
--- a/kotlin/src/commonMain/kotlin/com/xebia/functional/chains/SimpleSequenceChain.kt
+++ b/kotlin/src/commonMain/kotlin/com/xebia/functional/chains/SimpleSequenceChain.kt
@@ -1,11 +1,7 @@
 package com.xebia.functional.chains
 
 import arrow.core.Either
-import arrow.core.raise.Raise
-import arrow.core.raise.either
-import arrow.core.raise.ensure
-import arrow.core.raise.recover
-import arrow.core.raise.zipOrAccumulate
+import arrow.core.raise.*
 
 fun Raise<Chain.Error>.SimpleSequenceChain(
     chains: List<Chain>,
@@ -20,7 +16,7 @@ class SimpleSequenceChain private constructor(
     private val inputKey: String,
     private val outputKey: String,
     chainOutput: Chain.ChainOutput
-) : SequenceChain {
+) : SequenceChain(chains, listOf(inputKey), listOf(outputKey), chainOutput) {
 
     override val config = Chain.Config(setOf(inputKey), setOf(outputKey), chainOutput)
 
@@ -40,14 +36,14 @@ class SimpleSequenceChain private constructor(
             inputKey: String,
             outputKey: String,
             chainOutput: Chain.ChainOutput
-        ): Either<SequenceChain.InvalidKeys, SimpleSequenceChain> =
+        ): Either<InvalidKeys, SimpleSequenceChain> =
             either {
                 val mappedChains: List<Chain> = chains.map { chain ->
                     recover({
                         zipOrAccumulate(
                             { validateInputKeys(chain.config.inputKeys) },
                             { validateOutputKeys(chain.config.outputKeys) }) { _, _ -> chain }
-                    }) { raise(SequenceChain.InvalidKeys(it.joinToString(transform = Chain.Error::reason))) }
+                    }) { raise(InvalidKeys(reason = it.joinToString(transform = Chain.Error::reason))) }
                 }
                 SimpleSequenceChain(mappedChains, inputKey, outputKey, chainOutput)
             }
@@ -65,3 +61,4 @@ private fun Raise<Chain.InvalidInputs>.validateInputKeys(inputKeys: Set<String>)
         Chain.InvalidInputs("The expected inputs are more than one: " +
                 inputKeys.joinToString(", ") { "{$it}" })
     }
+
diff --git a/kotlin/src/commonTest/kotlin/com/xebia/functional/chains/SequenceChainSpec.kt b/kotlin/src/commonTest/kotlin/com/xebia/functional/chains/SequenceChainSpec.kt
new file mode 100644
index 000000000..1b9337240
--- /dev/null
+++ b/kotlin/src/commonTest/kotlin/com/xebia/functional/chains/SequenceChainSpec.kt
@@ -0,0 +1,119 @@
+package com.xebia.functional.chains
+
+import arrow.core.raise.either
+import io.kotest.assertions.arrow.core.shouldBeLeft
+import io.kotest.assertions.arrow.core.shouldBeRight
+import io.kotest.core.spec.style.StringSpec
+
+class SequenceChainSpec : StringSpec({
+    "SequenceChain should return a prediction with one Chain" {
+        val chain1 = FakeChain(inputVariables = setOf("foo"), outputVariables = setOf("bar"))
+        val chains = listOf(chain1)
+
+        either {
+            val sc = SequenceChain(
+                chains = chains,
+                inputVariables = listOf("foo"),
+                outputVariables = listOf("bar"),
+                chainOutput = Chain.ChainOutput.InputAndOutput
+            )
+            sc.run(mapOf("foo" to "123")).bind()
+        } shouldBeRight mapOf("foo" to "123", "bar" to "123dr")
+    }
+
+    "SequenceChain should return a prediction on a single input chain" {
+        val chain1 = FakeChain(inputVariables = setOf("foo"), outputVariables = setOf("bar"))
+        val chain2 = FakeChain(inputVariables = setOf("bar"), outputVariables = setOf("baz"))
+        val chains = listOf(chain1, chain2)
+
+        either {
+            val sc = SequenceChain(
+                chains = chains,
+                inputVariables = listOf("foo"),
+                outputVariables = listOf("baz"),
+                chainOutput = Chain.ChainOutput.InputAndOutput
+            )
+            sc.run(mapOf("foo" to "123")).bind()
+        } shouldBeRight mapOf("foo" to "123", "baz" to "123drdr")
+    }
+
+    "SequenceChain should return a prediction on a multiple input chain" {
+        val chain1 = FakeChain(inputVariables = setOf("foo", "test"), outputVariables = setOf("bar"))
+        val chain2 = FakeChain(inputVariables = setOf("bar", "foo"), outputVariables = setOf("baz"))
+        val chains = listOf(chain1, chain2)
+
+        either {
+            val sc = SequenceChain(
+                chains = chains,
+                inputVariables = listOf("foo", "test"),
+                outputVariables = listOf("baz"),
+                chainOutput = Chain.ChainOutput.InputAndOutput
+            )
+            sc.run(mapOf("foo" to "123", "test" to "456")).bind()
+        } shouldBeRight mapOf("foo" to "123", "test" to "456", "baz" to "123456dr123dr")
+    }
+
+    "SequenceChain should return a prediction on a multiple output chain" {
+        val chain1 = FakeChain(inputVariables = setOf("foo"), outputVariables = setOf("bar", "test"))
+        val chain2 = FakeChain(inputVariables = setOf("bar", "foo"), outputVariables = setOf("baz"))
+        val chains = listOf(chain1, chain2)
+
+        either {
+            val sc = SequenceChain(
+                chains = chains,
+                inputVariables = listOf("foo"),
+                outputVariables = listOf("baz"),
+                chainOutput = Chain.ChainOutput.InputAndOutput
+            )
+            sc.run(mapOf("foo" to "123")).bind()
+        } shouldBeRight mapOf("foo" to "123", "baz" to "123dr123dr")
+    }
+
+    "SequenceChain should fail when input variables are missing" {
+        val chain1 = FakeChain(inputVariables = setOf("foo"), outputVariables = setOf("bar"))
+        val chain2 = FakeChain(inputVariables = setOf("bar", "test"), outputVariables = setOf("baz"))
+        val chains = listOf(chain1, chain2)
+
+        either {
+            val sc = SequenceChain(
+                chains = chains,
+                inputVariables = listOf("foo"),
+                outputVariables = listOf("baz"),
+                chainOutput = Chain.ChainOutput.InputAndOutput
+            )
+            sc.run(mapOf("foo" to "123")).bind()
+        } shouldBeLeft Chain.InvalidInputs("The provided inputs: {foo}, {bar} do not match with chain's inputs: {bar}, {test}")
+    }
+
+    "SequenceChain should fail when output variables are missing" {
+        val chain1 = FakeChain(inputVariables = setOf("foo"), outputVariables = setOf("bar"))
+        val chain2 = FakeChain(inputVariables = setOf("bar"), outputVariables = setOf("baz"))
+        val chains = listOf(chain1, chain2)
+
+        either {
+            val sc = SequenceChain.either(
+                chains = chains,
+                inputVariables = listOf("foo"),
+                outputVariables = listOf("test"),
+                chainOutput = Chain.ChainOutput.InputAndOutput
+            ).bind()
+            sc.run(mapOf("foo" to "123")).bind()
+        } shouldBeLeft SequenceChain.InvalidKeys("The provided outputs: {test} do not exist in chains' outputs: {bar}, {baz}")
+    }
+
+    "SequenceChain should fail when input variables are overlapping" {
+        val chain1 = FakeChain(inputVariables = setOf("foo"), outputVariables = setOf("bar", "test"))
+        val chain2 = FakeChain(inputVariables = setOf("bar"), outputVariables = setOf("baz"))
+        val chains = listOf(chain1, chain2)
+
+        either {
+            val sc = SequenceChain.either(
+                chains = chains,
+                inputVariables = listOf("foo", "test"),
+                outputVariables = listOf("baz"),
+                chainOutput = Chain.ChainOutput.InputAndOutput
+            ).bind()
+            sc.run(mapOf("foo" to "123")).bind()
+        } shouldBeLeft SequenceChain.InvalidKeys("The provided inputs: {foo}, {test} overlap with chain's outputs: {bar}, {test}, {baz}")
+    }
+})
\ No newline at end of file
diff --git a/scala/build.gradle.kts b/scala/build.gradle.kts
index e92c28617..8744efeaf 100644
--- a/scala/build.gradle.kts
+++ b/scala/build.gradle.kts
@@ -7,7 +7,7 @@ plugins {
 }
 
 dependencies {
-    implementation(projects.langchain4kKotlin)
+    //implementation(projects.langchain4kKotlin)
     implementation(libs.kotlinx.coroutines)
     implementation(libs.ciris.core)
     implementation(libs.ciris.refined)
diff --git a/scala/src/test/scala/com/xebia/functional/chains/SequentialChainSpec.scala b/scala/src/test/scala/com/xebia/functional/chains/SequentialChainSpec.scala
index 0ea5c6946..977a4de9c 100644
--- a/scala/src/test/scala/com/xebia/functional/chains/SequentialChainSpec.scala
+++ b/scala/src/test/scala/com/xebia/functional/chains/SequentialChainSpec.scala
@@ -89,7 +89,7 @@ class SequentialChainSpec extends CatsEffectSuite:
     interceptIO[MissingOutputVariablesError](output)
   }
 
-  test("Test SequentialChainruns when valid outputs are specified.") {
+  test("Test SequentialChain runs when valid outputs are specified.") {
     val chain1 = FakeChain(inputVariables = Set("foo"), outputVariables = Set("bar"))
     val chain2 = FakeChain(inputVariables = Set("bar"), outputVariables = Set("baz"))
     val chains = NonEmptySeq(chain1, Seq(chain2))
@@ -105,7 +105,7 @@ class SequentialChainSpec extends CatsEffectSuite:
     assertIO(output, expectedOutput)
   }
 
-  test("Test SequentialChainruns error is raised when input variables are overlapping.") {
+  test("Test SequentialChain runs error is raised when input variables are overlapping.") {
     val chain1 = FakeChain(inputVariables = Set("foo"), outputVariables = Set("bar", "test"))
     val chain2 = FakeChain(inputVariables = Set("bar"), outputVariables = Set("baz"))
     val chains = NonEmptySeq(chain1, Seq(chain2))